{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 动态气泡图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### 1. 初始设置\n",
    "\n",
    "首先，导入所需的库，并设置中文字体等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.animation import FuncAnimation\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 自动适应布局\n",
    "mpl.rcParams.update({'figure.autolayout': True})\n",
    "\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 禁用科学计数法\n",
    "pd.set_option('display.float_format', lambda x: '%.2f' % x) \n",
    "\n",
    "# 定义颜色，主色：蓝色，辅助色：灰色，互补色：橙色\n",
    "colors = {'蓝色':'#00589F', '深蓝色':'#003867', '浅蓝色':'#5D9BCF',\n",
    "          '灰色':'#999999', '深灰色':'#666666', '浅灰色':'#CCCCCC',\n",
    "          '橙色':'#F68F00', '深橙色':'#A05D00', '浅橙色':'#FBC171'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 定义数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取从 https://www.gapminder.org/data 下载的 Excel文件\n",
    "dfx = pd.read_excel('./data/income_per_person.xlsx', index_col='country')\n",
    "dfy = pd.read_excel('./data/life_expectancy_years.xlsx', index_col='country')\n",
    "dfs = pd.read_excel('./data/population_total.xlsx', index_col='country')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 开始画图\n",
    "\n",
    "用「**面向对象**」的方法画图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mme2L3MubL/M8sLgbZ9mEgf1TwPuAb2Hfzz7Yd/K/wF4i8gdV/SJmAYJNO6doYHi4xPn7CZlbsdn4NEtTbgexmXj0LBN3ry6D5cpBDotVjcqH7BS23cuCda2AueG3BL5aTvkLRM9oE0tFlbwOu6dbSgRow0KCQlUB7RV4C6bojmGD8wnYAF8tPViNv1KsYeNYvwfLHFcTqjoTFIQfYLFxxcpLZJUrGcohInuyYHGvhnLu5TgF7PurFA6wCWr1PksplIjIA5hl+5mqek8t542d4wmY0vcWTNEEK7vyFizprJR7Nc4LgFOwOoF7Yv19FJbyTRZCFCKqVe5PwJTXs8tMLCOFdxMFMITbjGKT3PmifXHjwmfjlrjYpOl9Ucy0iDwZyxyvKts1nP/L2G/zWlXdYOlU1X+HcJCzgG+LyN7BzV/Nebux0IYU8GOqC+HacGms5M7jgBtF5HnllE8ReTpmLayJMG5djCnRv2Ih8cppALUqgPUss1L2XJUydxsYAxi5eh4tIjtorIBysyFW5Pk8LID2Z5iCF9XY68MChH8LfFKsIOsBYV9xCZdo9laq5MkcprxkWChXkaGyIl+OntCu3vDazCxLDlT1DkI8UuiMM5glY4MFJygOx2Df8X+FGCMBziwRDB0pgJUsgCUJSnxUU2xKRK4GTiqKz4tiSReb7Ve6TlQHDCxz9mLgmSLyHFX9SZWnGcMG66koWUBEvospF79X1d2Ci2oIU6SX2ta9gDdik5lI4bsRU7pOjrn4Imtk/LPbYYPyfar67tiual1fpWIAi+nCLPLbFV07KqdUE8EF+0iszUtS/gIpbDKxClOmjo0sSyG+7OvAXHEiUyyeLqtWnmYvEXk1ZkXcDbOgxb/LiGrGnkdgcW3jQDlXaaQAlgpvuZEwAVrETf8UTLkrPudYiW2LVjsInpALsX75T8AbReStWJ9wlKr+AFOUXwS8CrhSRF5XpedEsYSfB4DXxhTbVNHrJttU9fci8p9Y3Ob2wPVBCXyoqP2bY5bzXmySF6/7txgnY5n7DwIHaAsVdG8HalUAE7dkNQPBrfFEzGozhA1ixa6fpiC4DS7Aijp/E3hLsGT8CVMW8qp6p1gW8POAM7Hn/hCwq4g8Jmba3za8PlB8ndCR353s3TQXjZCDkCzxTcxqcZqq/kms7uWbMCXkv4o+shwL4Mew2fyfWSiq/CUsViwqnvt4bEBfTgzO21ioKXYZVqT9YMw6XZUCGORtw4AqtoLAPiWOmWQJynCMnSmtcBRzLpsqIZthStiNRdvr2U/WZB0XW0HiDBZK1RS3JarPtmWF+L84PSwkA12ooQRKUA4OwixEH44rI5UG8Vg8XXzb5cDlIvJSYGtVXZJFV1X/ISJPwhS0URF5SokwoEgxK5Uolce8H1OYEv94TAG/h1Cih9LJa5F3IG5VLKUUboJY4tfXsLqO6zAlaL2I7IIpxMcAP1DVgoi8GfgeVkXhNhF5t6p+t8K5T8R+ixlM+Yt/r+miV1jQBzboBar6WxF5OZZAtTNmpdxQ+UFEBoHvYgriHzGFrioFMMQ2fgT7vl9ehYvZqTO1KoCJuupE5G2Y8JTrvKByDGBENzbL7Ae+oaq1rhKwL3avXwWeCbxTRD7ZjLFqqjolVmJhbw3V7kXkGkxZe6NaKQ2AY7GBcl/MzH41Fqd0ABbrARYED4us8iEiW2IK5HJ4WZR91sQkLgeqOiEi+2HPJIrzOgFzoR0nIpcVZUouVQHswRT8POZ63A9TAJ+EKaBgrrgUlh26JCUmTEgipfWMMHCdhSmAByzDmv4RYv2PWMbpkapak2u0BN/AiixPqeps6FPeiiUp/B6z4DykqveXsApF/edSfwv/KHHOYtdkT/EBi9CLxfdG8dNxV2YXC0WUx7AwjGK2wKzyD2GKQ2Sl76OorJaq/hD4oYjsJSKVii3vGhJA5ivcz51VeHQeIyKlFLfoN4FayZm/Ya74nUTksao6Hjs2UoBLnWfHKO5ORB6DhUH8E1uaL9rexabj0mPCa1zBihTAcUoQzvM2rFDyZlhZm1fqwtJ2nwLeD+wjIrup6u9UdVJEXoJNql4GXC0it2HJN9/XTZdgTGPj6DGqWvx8osSugUW2oaq3isibsNqexdUA5rAFBv4DmwxUGyb2IizEIwO8QetQi9SpnZVUAEuda0csDmSahbpFpYhWAylXwiCqXzVIsG7USBRfdDkm3J/FFKhSaxGvKGKJGRPAZSGOZDvMUrIbpkgACxmI2LqvV4TPfhQ4iAUF8CnhdUO9szJEgevl6gB+D1Mmt2PTDuFCbAbb9Cus0CA5UNVfYdbF6P2fReQUbHD4IBZXFREN2rVavTKq+hYROU1V/yBWO/IwrGp/RBS39aMazx3nJEzRfIBQY1BVfy4iN2OZwCeyEINaFcH6d3A4ZxSm8FWslMjduvSSFcUZt8U8Hesjy9VVjGLflppQcCYb1447Nr4zuEvT1ICqXoS5qzdBRN6NTfpuUNUXljnmeuz3+XJVraaeJCxMRv6GuQsjXoK5myMlKHKNx5OLhjFFoJr+IEUV5aOCIv9XbNJ2JFaOKKKsBbAo8eRV4fXb8e3FySnhGT0aU7Tj91BSAQxhGG/GlKlI4f0OcFiRFXWdiFyMWST/Eds+FSxygv3Wnh7+/iQiL9ZYtraqniAiF6tqKc/NZ7DnEH/GF2K//U2SJ0NM4iYZ2KqaE5FDsXqZt4sVg69EFK6xGuvDDlTV7y/yGSchalUAo+OfLZXr/G27yP6S11bV47Hln8oiIk/DBoN7sGDZusbmhfO/EJuRXY8pkCcDR4nIeap6Xz2vVwe+y0LpijiPwtwg8W1nqur7Y++/B7xFbPmxe7CYwH+r6mKdcT0Wqi+7HFoz0ARy8AVsYP2f0J4RtRIVlSyAGykLwT2zUYxlzEpwDTbBep6IbIUFqx8YttVavyu63lMwNy+YWzDuCjwVs7S9MSihlRJdivkswUWOrQQCpoT/FPiciNygFVZMWCqq+uPwHa4qc0i0famTmU8WxQAWJ4VElphtQuxunHKlgEoSwhlOxqxXxy5yeK1E/cGvNFb9ISiTj2QhTngGyBUdsx2mAFbTH2wSCxnO8TssVCPOqVjJsSNF5FO6UHS6kgs4TjTpuihcY2cs/OP9qhp36+6MGRruLFIOy7mA57DvZBfMuni0lsm2V9UjymwvAOcFBfEwTBl8o5Yo1RMsovuF46ZZyAiPeFEJK3TxtmtV9eul2hJrz6L1MIP1Mlq+72FgnzD5dVaIWhXAyHy/nDqAL8fcDCUz1Kpge8yFladyxfalEs0Wzwk/6FER+SJWIPOzLCRQNAs/xSyi0WB7ENbJfCN2zF6Yu684XuRSrKN7FzY4D2NK4WJEcvMEKruL76uwb8mB+w1iReUgWKbOFZEXiMh7sO96F8okgQRLRLQ04vEi8jlsUCxpQVIre3I9ZqV5K2Zd2xK4XlXvL/WZSoglrnwNk42bKFrDVFWvEpFfhDZ+WUSeVU3AdwgLeTlmbT6PoAAGq+KZ2PO4WKyES90JQfORha/4u4wypotjlzbxbojIAOaCreaeo6LDkfJeYKF2X0St/efZmPvzEuBesTI9mWKLVlE74gWQ86paTmlazO0XXWOe8u2uZ4Ihqvp/InIrZgXcF1uaDqpQAMNE5mnAr1X152HzWZjH6S5sIhLxzPBarKCXtAAGZelkEbkfuFRL1B2MtWNnzIvzgeLEi3CuaWyiuFjJocdgIR9LYZxFjDKLIVYe7kRiq58AN7nyt/LUqgBGHdJy6gDewkKcSXz7NizUNysuXBonWnliFji9xOwFFpYy6wP6VXWfUgeVaNtBmAv6QSzrKuKTwNuBV4nIoVp9HaXEUdUNi6uHOI03Ypa+48K2FBYPOI4NzHGuwwa3t7HgWitVaLWY6NndrqrFmcQEa8WTsYXDs0X7ouzFcvXHIsvV/ljw83JjDWumkXIQYpT+UrTtcZhV5G0suImiQbucBfAQbNAitD2PWS13wBS7UpyLKYBHsZCtePYS7iGFWSp3Du06pEwM4TGYi+kpmDJ3yCLn3QMbeHPAEWrLfMUPORmb8HxHrWBurU2vleL+8vHhtdiaWapffR8buyKhdAzgEGYNu52FYsFXq+qB8YOkhixgETkey9i9D0t4uZlQR7DCd1a8ysblmEWtlfgqVocz3tdUYwGMLLGfim07DlMA3ysin9GFbNqoVFGxG7NiDKCqnh/kO1IwEZFnYAkldwVr3vsxpWkdC7U7o2O3wH6/Z+jixZ3XYW7dKTYO+fhBhc88E+trPqyqmyQFVkOYFJ6L/UbTmPx9BasX6DQBtSqAv8SCQJdTd+so7Mdxe9H2AWzgiiuApQaRrcPrIKZslvqBRQpgpAQuiohsjwkrwH9pbK1RVX1YbJHwzwCfF5Gfqeqd1Zy3UYiVEjgJ+96uFZGuMLt/OaYEnKVFldnDgHoe9oM8EFMCvlXF5SLr3ZMXcfUXD9hxyiqAqjotIg9jmW53AKdo9eVDlkWD5KAvxF++Gns2q8SWyXodFn8VTXImMZfJhcCNIaGiXBmYS7G6ag9gbqtvquqDIUi8nAJ4BWa52B2bAPw6bKuV07AAcLBYpj+XOkhVbxJLsjgEeKuIPAR8qJSyKFba6CqsXzhRbb3e4vONi8gTS1im3i5WcD5OxSUmq6R4RZQXYi613xVtL7UG+e3YZCJKcCtHD/b7eoiFpKw7am5pQKycyCmYV+A1ahmmd2K/9WJ3INjEbQ3m0pskTKJZJDGsSfka8PWiSeRGpYWKESsz9ibMqntp2PZ47DeyHvM6vRG4UEQeicVAF9jUI1YxC1hEHgvcIiJ3AXuF+L+PYxOyD2BehuOxsjYiIp8t+l0dgSnkTxfLdi6r0AYX8yXhuo/AsnVHgJNVtdgoQHAZfwf4nqqeW7y/WkLSSi82Hp+JjTPPwBXApqEmBTDE2y0r5q7cbCWcu6KyJiLPwopZjmJBpBNY9uuy2iSW1XpNOOcNhLirIj6PKUnPAX4gVoyzmWoD7ol15mmsLMWoiNyEZXnCglJTzLksZFieqdUVGH2YyjFI38Vm3jtS3pJb0bKnqteL1Wi7BvixWCbpB9RqhyVCEnIQOsCdsTjNl4TNa7BBeRr4nljyzhOwWB4wy93/YINXsaJX0gIYgsOfHo8pW4ygUH6NhXqQvyxjuSuL2AoVUUzZKRoK4Vbgvdh3sSuW4PJoETmkeHKCfcdbYNnqp1S4h/jAF7len83GyyFS4pil8AfMqnRPUFB3Bm6Otf0+zGqzyQRZbU3cawDEVnMB+N/wDNLY8mif141X5vl2+HdJrrJg+fs49ht8i4ZMS1XdP1iQMkXxbPEkENHqk0AidiiKY3x0FZ8ppSzXBbUVi4pZQ5mknfCdfA3rQ+8FLgqhBcWhRu/HJmX/hY1Zl5WwklW0ALKQwDitC8kfURzkVGj/OhH5XyxpZDusrFLEaViN0pdgZcA2shCXQ1X/KSLvxSaJl4rInvF4ZrGapJdgMlz1+t8VOAornH1LOH/Fg4M3IV1OQXfqSz2WOWsIYkv8fBOLo3kz1vl+GviRiByoS1xsXiwI+f+F8z2ELWC+ySColu10MJY1tS1WGX1frX4xc4BTROSYGptY1WoZYSa3s4g8GrNM/CeWLBN97iqxwr9fieJaRKQHix+JjtlXRE6vIjZrG0x5maF0Qki07Z9sqgD2Yp3+WhZZD1qt9Ma+mOX53dj3+M5F2rYkkpADsVIPd7NQJgJMcbsKc6ldEyncInIJ8Hyss9zE2hWjbBZwLcpfuOYBLChXBeAwEclginbFoPzgpj+XhWD5c1W1uGbhJqiVvXkxli26E2Y53FVE3qWxUhWqepKI3ANcWSlOrYgovuxQLcoMDhbBG6i9rEq87d8gxNaKSGQp/0ZQHM4GPqOqZ1Y6R7AanY4pCKNYrPSTsGf/EhF5s6peJiKrMOvSHNXF5cavsSWmFLwCs/K9SVUvje1/NVb/8XxMmakXu2GWq2I2iUMNbVzNQhhANStmPLaSx0FEUpUmMGJxmH2Ud/8ez0LIRRRT+kfst/pjzIp7K3Bn+O0cjvVvJ5Y412IKYLTSSTyMJFP0ChZ2coqGUjYisjVAsO6/CQs/OEBE3p/4KuEAACAASURBVKMl1p8uhapeHH4PhwI3hf7rd2J1GC8jrBWviycDVnOtf1BbktSWWMHpM4ErVLWqlVScpbGkBe4rUFPJgmoJHdYt2EzsRFW9SlXPwDIBt8UsRCeL1SCr5byvwn7Qu2HKzIGqWtbVEWK19sPiDx8F3CpWWmExIqvNIzAFo5a/x4XPVvXdhvbfiAWop7CB9jeYxe5IgvtWrADpjdjM8S4sRmQP4Dth8KnE/2EzxHEWFkmP/0VWx8kS+8YwxbCqUiNqSw9FQchvC514XUlKDoLicjE2CH8H+663UtU3qurlcWurqq5T1ddUUv5EZA0mS9O66QohVSMiXWKLw38TU5o+gk0WMlg9wt+KyOuDZarU5/fGlPJI+VPKLG5fCrUkk71ZcG0+GfiJiHyy6LivaoUg+RJUIxsji+xf9HcmIkdgSUD3Y0rUcZj7/iciUrZEUJgQXIgpBx+PrKVqxYpfiCl7ZwYZPxa7n++VsAJXatvTsO/1FdgE67Vx5S9wG6YIvyv0A8sl+s5+hLn4or9oUl5K6T4ZmxxF1uPLF7lGNzZJGSvxl48dU4kokaacAngqNkF7CLOw7aSqu6rqe1T10hDusSNm+fsidt8f103r78HG9RY3QixW/iXY844vzRZZvTZM9lX1X7pxHcN9gLtF5GxV/RcWVwtwmlg2f7UcgU14Hw38QkS+iVmou4FXl/PUVUG1OkA53WMbrKbg+Vh/7CRIvS2AkQt32ecNFr99sUD43bGZ1rGquiEwV1U/KVbN/nwsW+pIEfkSlvH1q3Idp1iV9f9mwWw+gxXhrGR5ia55c7BKXYENJl8QSxr4WNx9U0RktSm5hmglgmXqz1QRyyhWvPQoLKu3F1sR4Fi1APkXY9XmbxKRt2Md3OaYe2nfcP7bMKvDrSJyuJZeKxYsQWMKi4mZKrH/BuzH+wg2tQCOYNa/WiwxF2HK/mMWO7AWGiQHZ2LrktZknQvt68EG0lkWViKB2mbU0W8xHc75ZCwBY09sQD1aVT8T9v0Ts3DtgC3l9TexVUk+ESliYqUcro6d9yRVPbHWewuuqL0xl9t/YiuPVLRgxBTScoPMtZh7r5Q34CZModpEcRYLVl+LDchPDZtLLucWnvHZ2GD9lhDndAwWFvHfwCeCXB1eIlzhdGzg/yG2KssGVPU2sXWIxzHlIbLMfYrSlBxAVfWXInI0pszspyUK7KrqX8KAvzc2MYxnfS/FKBDJwmjcbSwikfIe9X/xDODLsBi2e4H/UdUrqUwv8FetXAamjyKPhIg8F3tWa1iYpJRccUItM/4VwG0VQmF2xSZza7F+7uPhOiOY9XAQS6DYBvt9lXI3H4cpeZcWWbiixJKdRSRdPMkTi997J9bfbBXa/OXQ5i9obQlzKcyD9iTMWBAls9wITIhIzxLDbaJnvJgO8EzZeBWqqL87OLydwJKVnASptwIYWY6WVOIlxI+8HLMIxAPXf4VV/d9kVqKqV4gFup+FKSZHh7+CiPwdM+EfFP3QxLKNv49ZbsCC5g+oxYWsqjeEjuUyLBPwWcA1IvJyVb2uxEdKVdyvlZLWDbGkhX0xi9SLsA78t8A7ixSZGzFr6a9ZsNBdgg1UkRtyPyx+b2dMUfyEWm3GyHqxN9aZTmFKSbQ4ejGRXG1B6RjAaaBHLOutHyu3UNbSo6rZ4HLZbjHXZLU0Sg6W48JQS9I5nwW3VMTFpY4vQzRx6A0Wtndhnf8Y5iqN4sxQ1R8GBfHz2ICwGfDd+LNR1euCEvhNLE4sWkWkZtSSal6CWYN+r2UWmo8RyVXJyYNaolDJZKFgjS0X2rAVG8c2r6No2cMgL6diJXOmMMvaD8O5C5gF5k5McX4rVgv1VRqSiILieDRmOT+4lFtbVa8NXoyfYorEDVqU/CSW1LEH5jKGEq5TVb1IRC5fxHJ4DFatYV4WwkbmsL4Xql/RAWxyUor9sWcVWbA2KODhuyuXnLQRYtnvlUJg1mPfwwCbhkYcy8ZLk81hY0VJtERSRGjD5piydwTWx/4a6y8iq10Gm8zsEPvYL4oVSbGY4C2wfrQ44z56lscCx0r5eLkCsYmBqr6+TJt3wZ7NIJY8uQ3Wtz8ZM6pEz+1hbMx4LrbCyMuAGRG5HfMePYB9rzlgTCtXP4gSpcrpAFF87LbAXyrc41d1IdPaSYh6K4DRmohLddPdhFmturAf1HWYteLqSrEdwaV0gFhB4w9iM8sRzLz97fggrKoPiMizMcH+MaYA1WydUat6/lTMkvYOrPRFKeUPLFZqC5a2Ksn9mEm8HNtjK3mkMTf5p7B7Lv6+cpiS8iQso+998cEfLEEnfDeXY27aj8d292IK0ww2kC624P39VI5d6mUhU3svzKVYFrUlkoqzLZfMCsnBUrgS+139HXO9X0fITqySqJMfxFy9z8A687driWxdtWD214gl4GxfrICEY24QK1+znDV4o3PlqT4rMLqXxdy4tfJnbPCdx8qffFJjcbBBcX4vJqt/wZS/4jIpqOq3RWR/zCqcJaZwqurXggXzr1o5tur52G96ktjqMDEeZiEO9tpyE6fFno1uvC7sg1isWVRhYRyoJbv9bkxp2Cj5RWMZ9IE+Fon7LcM89p2UTAxQ1edW+Ow1mEXuHkyxvkhrK0IeMYzFrHZh/eBr4q5ZtdVHTsOSt+7BrLynlmjrPLC/lCj/hFUX2BxT0MqNzRNY8lA1Y8k7KSofE+NPoY3fBq4Lk+zNMUPCvphVfs/wF+dwKhO52Ysz5gFQ1TtE5ENYyEQpw8g09pw8U7gBpAqFeq5bvnyC++JfWADoYtXay52jD+tIXwZ8SksUthWR7bROqzmIyPalBtNGISJvwGryLVouQkTeiNVNK9sRByvEQIgxaWvaSQ6qQUSG66G4dRJiCQvnY7Fj79aNY7JKHf9i4FYtyrCt4Xq7ALuVsq6KLeF3DrY6zde0imLaVV7zHMwSehu2fnpTy/FKICLd2CRPS7lHQ+zmWl1i3bx6E2ICf4VN+O/GYkN/C/xfqTGx6LMprDLBUzEDxM6Yt+S5lcYOp7VoOgXQcRzHcRzHSZZ6ZwE7juM4juM4TY4rgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HYYrgI7jOI7jOB2GK4CO4ziO4zgdhiuAjuM4juM4HcaSFUARGRSRnhLbe0Wkd3nNchzHcRzHcZKie7EDROQg4AxgPrb5TOA9wCNFJAuMAGNhXx9wGnBSfZvqOI7jOI7j1INFFUDgSuBHwCxwEKbYXa2qZwKIyFPD/rWqWkiqoY7jOI7jOE59WFQBVNUpETkYeBbwcuA1qnp37JBdgN8tR/kTkR2B/1HVF8S2DQJnAa8BZoCzVPWU2P408AngbUAa+DJwtKpmltoOx3Ecx3GcTqAaCyDAVcDRwK9V9UaAoBReBEyE96PhfP2qWtV5QwzhE4Bz2djFDPAFTOE8FNga+JyI/F1VvxT2Hw8cGf7mgfOA9cDHqrwnx3Ecx3GcjqSqJBBVvR/YD7g2tnkO+K2qrgG2BR4BvAJzFVfLR4BfA3vFN4rIKuBg4ARVvVxVzwG+Brwj7E+F/z+nqheq6iVYXOIRIuKZzY7jOI7jOBWoJglkHnPBFsL7jwL3AqfEDrsU+CXwQyBbw/W/iFkXP4YlkkTsC/SyscJ5HXCwiGwDPAbYpsT+E4A9gJtraIPjOI7jOE5HUY2rdi2mAH4LuBHYEnhc0TGDwEO1XlxVHwAeEJF/s7ECuBMwq6p/jW27G0gBOwDbh213Fu0H2BFXAB3HcRzHccpSVRIIgIhEm87CrHNPiR02DPyjju3aGhgt2jYa27d10bbi/cV4drLjOI7jOJ1IqtTGmuPlVPUfqvoXNlYeHwfcFf6vRxHoPJs2uCu2Lx/+T5XZ7ziO4ziO45RhOQkTWcx9+zRMGbwDs8LVw/36ILCmaNvq8PpQ2E/RMfH9juM4juM4ThmWrACq6ndUdV8sgePrwBHA/sA+dWjXH4E+Edk+tm0XzJV7d9gPsGvRftg4LtBxHMdxHMcpYlEFUES2EJFnYckXM7HtvSJyNvAk4DjgN8DhwA0istUy23UtVk4mrky+GLhFVR/EMo7/XmL//cBty7y24ziO4zhOW1NNFvAWwPXAr7Bl4RCR12JlYCaAZ6vqOuAnwR38PWwt4LcttVGqOikiFwMnichDWGLH64DDwv6CiJwDnCAid2CFoN8LfMqXo3Mcx3Ecx6lMNVnAf8TKvMS5GTgHODe+9JqqPigiLwRydWjbUaF9X8Isjyeq6sWx/adjMYBnYJbMC4BT63Bdx3Ecx3GctiZVKHSEwawjbtJxHMdxHKeI+pSBcRzHcRzHcVqbqhVAEXmniPwm9v5BEdkvmWY5juM4juM4SVFNEkjEHDBW9H4cQERuA56AJWMArAJeqapX16ORjuM4juM4Tv2oKgZQRC4BXoWt8jEZNq8CpoFjgYOBL6rqheH4+4DDVPUHdW/x0vAYQMdxHMdxOpFlxQAeAbwH+ImqrlHVNcBfgQOx7Ntsic/UIxPYcRzHcRzHqTNVKYCqOklphW5eVWdxC5vjOI7jOE7LUEsMIMBzRGQ0/L8qtr0AnCMiZ5bY5ziO4ziO4zQRtZaBKXYBx8/zrjL7HMdxHMdxnCaiXhbAWs/jOI7jOI7jrBBVKW4iMohlkfxEVZ8ftt0HdIlIN7ZU3AdE5A3hI1vXvaWO4ziO4zhOXVhUARSRNcDD2Hq8+ZgFEOBq4MPAtsB+qnpz+Mx9dW+p4ziO4ziOUxcWjQFU1VFV7QH2xmr7rQEE2F9VB4BrgDXA7xNtqeM4juM4jlMXqkoCCW7e/wVeJSJdmDXwChHZHTgcuElVx5NrpuM4juM4jlMvqnEBp4BzsFIvb1fVPHCliOyPxQW+B3hNOLYLGAEGgHxSjXYcx3Ecx3GWTjUWwG7g78BrVXUu2qiqPwLOAK5X1atix/4BUwDvqnNbHcdxHMdxnDpQ1VrA5RCREaBHVdfFtu0F3KOqD9ehffXCVypxHMdxHKcTKbkW8LIUwBaiI27ScRzHcRyniJIK4JILOIvI04ETgPer6p+Weh7HcRzHcRynsVRlARSRHmBLYJaF5I4XA5cC2wFj8XMCvcBoPGZwhXELoOM4juM4nciyLIBPAG4jFIMO23oxxer2omO7wr6XAj+quZmO4ziO4zhOolQdAxiWg8sD2bDpQ8DBwH8UHdoNdKnqdL0aWQfcAug4juM4Tiey7BjAE4B9MQWwADwemAZuKbpIN/Bd4LglNdNxHMdxHMdJlGpjAIeBWVXNhvc9wAPAu1X1GyWO78HcwNOq2gzWt2Zog+M4juM4TqNZehkYEVmqArW9qt63xM/WE1cAHcdxHMfpRJblAh4B5lQ1E5aGuwX4kaoeGx0gIocAR6nq7iLSS7AALq/NTquTz+f597//XdNnVq9eTW9vb0ItcpZLNpsln8+Ty+U2/OXzeQqFwoa/iFQqRSplfU9XV9eGv3Q6TTqdpru7m66uqpYkd5qMYhnI5XIUCgXy+Tz5vOUKFhsY4rKQSqU2koXoz+WhtXA5aF2qUgBVdTL29h3ADsABItIV1gYuJgVkyuxzOohMJrPSTXCWQaFQIJvNkslkyGQyG5S/Wj4fkcvlSh4TKYI9PT309PTQ3b3k8qROghTLQbnnWYlIHirJkMtDc+Ny0D7UtBKIiDwH+D7wGuCDwN4VDv+cqh61vObVDXcBrxCTk5PMzMzU9Bm3AK4shUKBTCbD3Nwc8/PzNSl89SCdTtPX10dfX593+itMXA6WMtDXg3Q6TW9vL319ffT09KxIGzodl4OWp6QLuGobq4gcCFwLHKeqVwMHAs9Q1ZSqpoBDgdvD/wNYmRinw3ELYOuQy+WYnJxk3bp1jI2NMTs723DlL2rH9PQ069evZ926dUxPT69IOzqVfD7P9PQ069atY3R0lJmZmRUb9MHkYWZmhtHRUZeHBuJy0P4sOr0WkS7gHOAw4HBVvTDsehVwqog8rrjmn6rO1ruhTuuRy+XIZrOLH+isKNlslunpaebn5zeJ1VlpcrkcU1NTTE9P09/fz8DAAOl0eqWb1ZZks1lmZmaYm5trOjmIcHlIHpeDzmFRC2CI47sEeHVM+QP4CnAlMCwi3cBQIi10Wpa5uWZZCdApRTabZWxsjPXr1zd1Zw/mlp6ZmWH9+vVMTk76zL+O5HI5JiYmWL9+PbOzs00tBxEuD/XH5aDzqCkGsBwiciPwXOBSVT1o2SesP80vyW3I+vXrl2QB9BjAZIlcO63SyZcilUoxNDREf3//hoxCpzYKhQLT09PMzMy0rBxEpFIpBgcHGRwcXOmmtBwuBx3BslcCqcT7gRzwuzqdz2lxogwxp7mYnZ1lamqq5WfKhUJhQ4LRyMiIB4XXSCaTYWJiYkVjuupJoVBgamqK+fl5hoeHPXmoSlwOOpu6WABbgI64yWZifHx8yS5gtwDWn3w+z+TkZNu65aNZv1sDKxNZe6an27dEayqVYnh4mP7+/pVuStPictBxJGoBdJwN5PN55ufnV7oZTmB+fp6JiYmWt/pVIkpiGRkZ8Vl/GfL5POPj422fmV8oFJiYmCCTyTA8POyTgiJcDpyIJVsAw2of5wBXq+q369qq+uMWwAaylNp/cdwCWD+mp6eZmppa6WY0jFQqxcjICH19fSvdlKYiSvhp50lAKbq7u1m9erWvKhFwOehYOVheHcASfBArDfOGZZzDaTNyuRyzs14FaKUpFAqMj493lPIHC/fdzq6tWpmfn2d0dLTjBn0whWd0dLRtYtyWg8uBy0ExS1IAQ1Hok4FPAE8XkXfUtVVOyzI1NdXymWStTj6fZ2xsrG3j/aphamqKiYmJjpfFubk5xsfHO/p7yOVyHT/4uxy4HJSiZhewiLwCuAz4MiDALsD3gP8HfLC4KHST0LlS30CiTma5uAt46eTzee/kYvT29rJq1aqOjP+Zn5/v+EE/TjqdZvXq1R1XMNjlYGM6VA5KdoBVK4BhRZCPAh8DzgQ+pKrZsG8b4BvAI4GTgMuabDUQl/yEyefzrF+/vi7uBVcAl4Yrf6Xp6+tjZGSko5RAH/RLk06nWbNmTcfEgrkclKbT5IClKoBhlY9XAccD2wJHYOv+7l906MXAz4CPY2sB/wx4u6r+dVnNrg8u/QkzNjZWt8xfVwBrJ3L7eu3F0nSSEhjFO/mgX5qenh5Wr17d9rLgclCZTpGDwJKTQHLAM4FbgF1U9QrgNUCXqqZUNRXOc5iqKrA9cALw6yZR/pyEiQpvOiuDK3+LMzc3x+Tk5Eo3I3GiEh8+6Jcnk8m0vSy4HCxOJ8jBYtTiAh4AiuP7jgPux6x/cd6vqmcuv3l1w38FCTE7O8vExERdz+kWwNpYTtHtTmNoaKitl4kaHR1t+/pu9WJ4eJiBgYGVbkYiuBxUTzvLQYxll4GJRpjtg9XvirBtGrg9Zg38ETC2nJY6rUESyp9TG9PT0yuq/KVSKXp6eujr62NwcJDh4WFGRkZYtWoVq1atYmRkZEMH29fXt+JFmqenp9t2YGzne0uCqamptrSauxzURrvKQTVU3Rural5EijcXMBdxqe3LRkT6sFIzbwLmgXOBT6hqQUTSYd/bgDSWlXy0qrrkNwBX/laeTCazIvXu0uk0fX199Pb20t3dXXMMTT6fJ5vNMj8/z9zcXEPrkkV1AteuXdtWAeArJQtx0uk0vb29pNNpuru76erqIpVKbZCPQqFAoVAgn8+Ty+U2yMBKJS1FK0WsWbOmbeLAXA5qpx3loFqWMh3fUkRmgXKl9uv5DX4ceD3wTmAYOAsYxVYgOR44MvzNA+cB67EsZSchosW2l7PSh7N8Gh3jk0ql6O3tZXBwcNlWvK6uLnp7e+nt7WV4eJj5+fmGWi2i727NmjUNuV7SRAPYSsR7pdNp+vv76evrW7SsRjS4ptNpenp6NmzP5XLMzc0xOzvbcCUgm80yPT3N0NBQQ6+bBC4HS6ed5KAWltKTfxvIAlsB10UbReTRwPOA3YB6mYYOAj6vqt8K13gWcJCInAu8A/icql4Y9u0CHCEiJ6lq55U6bwCdsoZkKzA9Pd0wy1lfXx9DQ0OJ1c2KlMEoKLsR7phMJsPs7GxbLBQ/NTXV8AEznU4zNDRUlyX30uk0g4ODDAwMMDc3x/T0dEPvZ2ZmpinCE5aLy8HyaBc5qIWqfSAiEqnqz1HV7TDlrx9zvwL0Yla4nwDfrVP71gDxtaymgLXAHsA2wLWxfdcBjwj7nDozOzvLunXrXPlrArLZbEMssF1dXaxevZpVq1Y1pGhqT08Pa9eubdjC7VNTUy2/LFYmk2moNT6VSjE8PMzatWvrvt5yKpWiv7+ftWvXMjQ01DB3XKFQaPlsUJeD5dMOclArtai6vVhyR9RjvgmzBL4WQFXvBUbq2jr4FnCIiFwJDGHlZy4Cdgr774wde3d43RG4uc7t6Fiy2SyTk5Ou+DURjYi97O3tZWRkZEXi5AYGBujp6WF8fDxRC0A+n2d6eprh4eHErpE0jVzrubu7uyGTgVQqxeDgIL29vYnLQEQmk2Fubq7uykyjcDmoD60uB7VSSxLIFGaRi78H+Er4S4J3AT8F/hLeXwucCBwd3o/Gjo3+3zqhtnQU2WzW6/s1IbOzs4m7SAcGBlZcKeru7mbNmjWJhxzMzMzQ39/fkm6f2dnZhk3MVqKQdqNkIGJqaore3t6WSwRwOagvrSoHS6HZ0+AuxNy+L8XiAXcHPsiCFTL+hKJ7aW2fzgpSKBSYnZ1ldHSU9evXu/LXhCSd4ReVcmkGIhd00jUhWzGhqVAoNCzbc2BgYMXWU26UDIAlIczONtMKpovjclB/WlEOlkrTTntF5JnAq4EnqOodYdta4HTMMghmkfxn+H91eH2oke1sdfL5PPPz8xv+vHJ88zI3N5eoGyRK9mgmUqkUIyMjia50Mjc3x+DgYEstDj8zM9MQl1gzWINTqRSrVq1ibGwscQvQ9PQ0/f39LWP9cTlIhlaTg6XSzBbA7cLrn2Pb/oyVg4li/3aN7dslvMbjAp0iolT7yclJRkdHWbduHRMTE8zNzbny1+Qkaanq7u5mZKTeIbz1oaurK1HLQ6FQaCkrYKPa29fXt+KDfkQ0+CetpOfz+ZZZVcflIDlaSQ6WQ9NaAFmI+9sNuC32/wzwC+DvwD7ADWHfi7Fl6W6jg4iKakbk8/kNRTajv1wut+HPlbzWJJPJJDbrjaxszTzbTafTDA8PJ5YAMzs7y+DgYEsUh56dnU08e7kZJwTRRGB0dDTRfiyy/jQ7LgcuB8ulmRXA24DfAueLyEeALbHizxeElUDOAU4QkTuwQtDvBT6lqh2j4UxOTraU5cJZOknGpAwMDLREEkR/f39iAe+FQoH5+fmm7/AbYfWJrCzNOCHo7u5OdCIAC16SZs4EdTlwOagHTTvdVdUc8ErgPmyZt4+H12PDIacDXwDOAM4GLgBObXhDHSdhIuUkCVKpVEsthJ5kjGIruHySjgMFEi36XQ/6+/s7PjHI5cDloB6kOsQl2JY32a4WwEZle7UK8/PzjI2NJXLuwcHBpkv8WIzR0dFErICpVIrNNtusqd3A69atS3Tg7+npaYkl8nK5HOvXr0/UBdjM/ZDLgdHpclADJc24zdvTOY4DJGeZajXrX0RSbU7S0loPkrb6RKs7tALpdDpx2W3WybXLwQKdLAf1wBVAx2lyklJKenp6mtraVY7e3t7E2t3MbuCkB6JWK4iddNLO/Px8w9fWrQaXg43pVDmoB63X+ztOB5HNZhPL9GvV4OZUKpVY25NeZWWpZLPZRGufRctutRKNsGA324TA5WBTOlEO6oUrgI7TxCSpkLRyXEtPT08i583n802pBCa9MsHAwEBLWoMHBgYSzVJtthUhXA5K02lyUC9a70k7TgeR1Gy/u7u7JTv6iKQUQGg+K2ChUEjUAtGqsaCQfNtzuVzTxIW6HJSnk+SgnrTuCOA4HUBSCmCSClQj6OrqSixOqRELztfC3NxcogV/+/v7W3oy0CnWH5eDynSKHNST1n3ajtPmFAqFxIKPWynIuxxJ3UOzWQCTHniavfj1YnR1dSU6oZmfn098xY1qcDmoTKfIQT1xBdBxmpQkM8+aucBrtSSlADZTJ5/L5RK1SHZ3d7fFZCDJhKakXa/V4HJQHe0uB/XGFUDHaVKSVETaobNPSomN1tBuBpIecFo15quYvr6+RN1/Kx3/5XJQHe0uB/Wm9UeBDmZ4eHhFCnbmcjnWrVvX8Ot2GklZALu6uppyfc9aSdKKmc/nmyIeKskBJ5VKtXQmeJyoNFBSbtJMJrOiMuFyUB3tLgf1pj3uwnHakCQVwHYgyftohsKvSbv9+vr62kYWIHn330pZf1wOaqNd5SAJ2uepO06bkZQbsl06+1QqlZglsxlcwEkPNO1i9Yno6elpS/efy0FttKscJEF7jASO41RNuyiAkNy9JLm4fLUkXfOt3Qb+pO9pfn5+ReTC5aA22lUOkqB9RgLHaTOS6mTaIf4vop3uJU4+n0/U7dfb29uW312SA3+hUGh4jUiXg6XRbnKQFK4AOk6T0i6zzCRpVxewu/2WRtL31Wj3n8vB0mg3OUgKVwAdp0lxC2Dn4gP/0khyhRhwBbBVaDc5SApXAB2nSXEL4OIkpcyuvXqc1AAAIABJREFU9HefdNHfdooDLSbJ1SByuVxDrcMuB0unneQgKdr36TtOi+OWusVpRytpNptNdHBp9XWgFyPp+2uU9cflYHm0ixwkiSuAjtOktKt1y6lM0gHmPvAvj0atFe1ysDzaRQ6SxBVAx3Falna0APrAvzy6uroSXSWmUZYfl4Pl0S5ykCSuADpOk+IWwMVpRwUwyYElnU63ddxXRJIJAI2K/3I5WD7tIAdJ0v4S4DgtSlIddKt3WnHabbWUbDabqILe7lafiKTvM2nrnMtBfWh1OUgaVwAdp0lxBbAyhUIhsUFypRTApAeUJC0izUSSrj9I/jm5HNSHVpeDpHEF0HGalKQ6r3ZRAJO8j5W0ACZJ0gNis5C0gpP0c3I5qA+tLgdJ4wqg4zQpSSqA7RAHmMvlEjlvKpVasQEy6QGlUyw/XV1diSrxSclehMtBfWh1OUgaVwAdp0lJUglp9ZkrJHcPXV1dK5IEUigUEh1QOiXwPyLJ308+n0/MAu1yUF9aVQ4aQedIgeO0GEnOXlt95grJ3cNKWUdyuVyiltlOsfpEtKr7z+WgvrSqHDQCVwAdp4lJKoutlTutiKTuYaUGSI/7qi+tOvC7HNSXVpWDRuAKoOM0MUkpgK1exDSfzyfW8fb29iZy3sXwgb++JO3mdAWwNWhVOWgErgA6ThOTlAKYy+Va2g2clALbzgkgnTbwJ32/Sf1+XA7qS6vKQSNwBdBxmpju7u7EOrBWtgIm1fa+vr4VWwXEB/76krTlJ6lYPZeD+tKqctAIXAF0nCanr68vkfPOzs4mct6kyefziSqAK0HSpXlSqVRHZX5C8tbcQqFQ9wxQl4P604py0Cg6SxIcpwVJSinJZrMtWcl+dnY2kUGyq6trxZbIStqN1GmDfkQjrD/NfL5iXA6SoVXdwJ0pDY7TQnR3dyemmMzMzCRy3qQoFAqJWS77+/tXzP2btAWh09x+EUnfdxIWwCRxOUgGtwA6jpMYAwMDiZx3bm6upayAMzMzicy2U6kU/f39dT9vtSRtQejUgb/VLD8uB8nQanLQKFwBdJwWoLe3N7HOe2pqKpHz1pt8Pp+YxbKvr29FB8ekLQgrZdlcaZK+71azALocJINbAB3HSYxUKsXQ0FAi585kMkxPTydy7noyMTGRSEebSqUYHBys+3lrwWO/kqHVLD8uB8nQanLQKDpTGhynBenr60ssFnB6erqpy8Ik2b6BgYEVd435wJ8MSd93vSckLgfJ0Gpy0Cg6Uxocp0UZHh5OxJ1RKBQYHx9vynjAmZmZxNzU6XR6xa1/kPwA4gN/MtS7bIvLQTK0mhw0is6UBsdpUbq7uxNTWAqFAmNjY01lCZyenmZycjKx84+MjKx4XFQjBo9OHfiTfraFQqFuz87lIDlaSQ4aSWdKg+O0MIODg4mtVxspgSsdExhZJJNMUBkaGlqxun9xGjFwrLSSu1I0QuGpl9XO5SA5WkkOGokrgI7TgoyMjCQatzY1NcXo6OiKBDdnMhnWr1/P3NxcYtfo7e1tCtcvNCbzs5MtP42w/tQDl4PkaCU5aCSdKQ2O0+J0dXWxatWqRDu1SBGbnp5uSOeWz+eZmJhIXPHs7u5mZGQksfPXSisOHK1Eq5QAcTlIllaRg0bSvdINWAwReSHweeAxwHeBw1V1QkTSwCeAtwFp4MvA0arafFHsjpMA3d3drF69mrGxscQGj0KhwNTUFDMzMwwODtLX11d3K0Iul2N2dpaZmZnEB8F0Os3q1aubyhLigf/J0iqWH5eDZGkVOWgkTa0AishjgSuBTwO/BL4InAYcCRwfXo8E5oHzgPXAx1aksY6zAvT09LBq1SrGx8cT7YDy+TyTk5NMTU3R19e3oSTNUjvVfD7P/Pz8hr9GdJ7NqPyBF/9Nmlax/LgcJEuryEEjSTWz1ioinwV2VtV9w/vjgKOARwB/By5S1ePDvpOBw4FtVbX4STTvTbYguVyOdevWJXb+1atXJ5bk0K5kMplELYGlSKVS9PT00N3dTXd3N11dXRviEqPONsqOy+fz5HI5stnshr9GtjWyljab8gcWb5lk0k1PTw9r1qxJ7PzNzujoaKLljQYHB+tSpN3lIFlaRQ4SoqT229QWQGBfzP0bcTrwGWAPYBvg2ti+64ATwr6bG9VAx2kGos59fHy8YYkbhUJhgwWvment7WVkZKQplT9I3nXklp/WcP25HCRLq8hBI2laBVBE+oAdgYyI3AzsDnwfeDOwUzjszthH7g6vO+IKoNOBdHd3s2bNGiYmJppeKWsUAwMDDA0NNfXg566/ZGkV15/LQbK0ihw0kuacEhubYe37KPB14FDg+cB/A1uHY0Zjx0f/b43jdChdXV2sXr266ZWepImypJNaOaWV8Pvv7PuP6PTvodPvvxRNawFkoW1Xq+rnAERkL0wRPCnsiz/RSJltPTXccepMVCx6YmKCbDa70s1pKH19fQwPDzety7eYVnQdOQu0igvYSZZWfH7N3ENG6z/9OrbtDmAEeDC8j0e0rg6vDyXcLsdpCSKXcKdYA6Ms31WrVrWM8gce+5U0rRL75XKQLK0iB42kaXtJVV0PTGAKXzF/Da+7xrbtEl7vxHEcwDq9wcFBNttsMwYGBtpyEEilUgwNDbF27VrPHnccx6mSplUAAzcDz4693wX4F/BjrAzMPrF9LwbuB25rWOscp0Xo6upieHiYtWvX0t/f3xaKYFy5HRwcbIt7chzHaRTNHAMI8AXgChH5MPA34DDgPFUtiMg5wAkicgdWCPq9wKdUtfXssI7TINLpNCMjIwwNDTEzM9OQ1TfqTTqdZmBgoG0U2Vb7/p2NaRUXsJMsrfj8mtoCqKpXYYWf34etAnIVCwkgp2MK4hnA2cAFwKkr0EzHaTny+XxLdlgRUXHpdsBjv5KlVe7f5SBZOv3+S9HUK4HUkY64yUbhK4G0JoVCgbm5OWZnZxOtiN8oopVIBgYGWlpe1q1bl2jx7iZfoSBxkl5hI51Os9lmmy37PC4HydIqcpAQLbkSiOM4y6RQKDA7O8vMzEzDVglpBPGVSCJFsK+vb6Wb5TiO0xK4Aug4bczs7CzT09NtpfiVIpPJkMlk6OnpYWhoiJ6enpVukuM4TlPjCqDjtCGZTIapqam2cPXWQiaTYXR0lL6+PoaGhkin0yvdpEXx2KTWpl7Pz+WgtWnF5+cKoOO0EYVCgampKWZnZ1s6yWO5zM3NMT8/z9DQEAMDAyvdnBWlk+UA/P4jOv176PT7L4UrgI7TJmQyGSYmJtre3VsthUKByclJ5ubmGBkZaVprYCtaDpwF3ALoQGs+v6YuA+M4TnXMzMwwNjbmyl8JIrfw/Pz8SjfFcRynaehoBTAzN7XR++zctJuJV4DMzBj5rA/OS6FQKDA+Ps7k5KTLbgXy+TxjY2NMTU0tfrDjOE4H0LEu4H/84YfcdM5BHHD6XfQOrgbg9u+czIN//BEv/ciPSHe3bl2xRvCnH53L8FY7sdWu/7nsc/320veTmRljj3dcXoeWdQ75fJ7x8fEVSfRIp9N0d3fT3d1NV1cXXV1dpNPpDW6Q6DVSSvP5/Ia/XC5HNpslm802vJjz9PQ0+Xye4eHhpnHZ+CL1ydIqBZZdDpKlVeSgkXSUAlgoFMjOT5Pu6WfrXfZm8+2extgDd7DljnuSnZ/h7pvO5+lv+BTp7l5baSAzR1dP34YHOz8zztdkNYNrtyWVXvyrm173d17wvu/w6Ke8oqr25fM5fnXpcdxz0wUU8jke9+w384yDzqCru7qSFtV8ft1fb+fmC45g9P7fs9VOz+E5h1/IwJpHVHX+iMzsJHd99xM88smvZIudngdAV3rpZTe6uvvoHd5yyZ/vRHK5XENdvlHR5b6+Pnp7e+nqqs55EP12yh2fy+WYn59nbm6ObDbbkEFqdnaWfD7PqlWrmqLTboY2OEunVRRAJ1la8fl1lAI49a+/8K0P7ki6p3+DAvf9T+9DdnaSVLqbdE8/t371KG796lGQz5PLzXPAJ+9keIvHAgtKzss++hOGt9xu0et98wPbke7pr7p9v73yVO68/mz2eOvZdKV7ueXCd9A3tJbdDzxp8Q9X8fn5mXGuP2NfHv2U/dj9wJP5xSXv56fnH8aLjr666jYC/OXWS8nn5nj8Ph/igV9ezm++8d6Sx41s80See/QNi54v3TNAPtdZ5UqWQ+TObITyl06n6e/vp7+/v2qlr9bzDwwMMDAwQD6f31CwOmnL4Pz8PGNjY6xevbolO+5acMtPZ99/RKd/D51+/6XoKAVweMvteMuF2U22X3vq83nELs9n9wNPrPj5uJUrl5kDIN2z8coD+VyWfHae7r5BAFJd1WUeFgoF7rzhPHZ96fvY8bmHADD2jz9y1w1f5Mmv+hipRQbfaj5/z01fondwDXu+9RxSqRRzUyfw4/PeRHZuekN7q2rn9Wez+Q7PZnCzx9D9hCGec/QN4btJUSjkuf2r72R27B/s8or/quqc2bkpuqqwqDqm/I2Ojiau/HV1dTE0NERfX1/DFKSuri4GBwcZGBhgdnaWqampRDvtTCbD+Pj4ilsCk1Cs43T6wJf0/dfr+bkcJEuryEEj6bhRN5/NkM9nzQpYptPP53PkMrP09G28bmJcSbn9Oydz903nk+7uY27y36TS3fQOriGfyzCwamteecqvgOrNwv+69+fMrH+Abf5jnw3bttntJfzmilN4+N6fs9Xj91r25++//bs86kn7bmjT9nu8nsc+7QDSvdVbKe/7+aWs/9vtbPv01wPQO7w5vcObb9h/z/c/w/S/72PPd/8/Vm3zxKrOOTv2AP2rH1l1GzqVQqHQEMvf4OAgg4ODK6YUpVKpDcu6RTUNk2J+fp6JiQlWrVqV2DUWw2O/kqVVYr9cDpKlVeSgkXScAvinmy/h5gsON9ds0Nizs5M8fO8t/OG6MwEo5HP8f/buO8yJan3g+HfSNtuX3puAUkSwoKAXxK7YsNyf5aoXFR3A3q8de+HaG2PDwsVeUEGs2ABFFEEQpPfOsn3T5/fHJCFbYLNLJvX9PE+e3cxkJmfOns28OdXvqebc57bjyC2q9zwH/fMBDvrnAwD89OJI8lp2bbAGcU/KNi8FoLDdfuFtBW17AlC+dXmDAWA0x5dsWETb3sP4+r/D2bx4Bi32GcjQMZPJbd4xqjT6PNXM++CO3fZ/LNu4kGVfPcaAf70QdfAX8Hsp2/An7vJtUb0+k5WXl+Pz1a3BjhWLxUJ+fj4OR3IMgAqlx263mzrK2e12U1VVRU5OdLXgsSY3fnOlyo1fyoG5UqUcxFNGBYB+n4d9Bp9PjyH/rrG9viZgPRAg4PPg93nqHRG8YuYkfp10DTZnXrgGcPmPE/FWl9Fj6CUMPP+xRqWtunQLAI6cXQFn6PfQvr093lW+jcVfPs2+R13OvkeP5ufXx/DzxNEcc8NnUaVxzptX4/e66Db4X7hr1crogQB/vns9bQ84lXb9T4vqfAA7V83BYnNitTvZtuRbWvU6OupjM0lVVRVut9u089tsNgoLC5OyGcPpdGKz2SgrKzOt9rOyshKr1UpWVlbDL44xafozV6o0/Uk5MFeqlIN4yqgAcOFnD7Pws0eMGqxa0Xrx2j/CNYAA6DoBv5eD/vkQfU64ps65uh9xAd2PuADYVQPY69grqCrZRPPOBzQ6beE+fhGFVNeNjvCK0nDBiuZ43e+jeZcB4UEh5VtXMPetG3CVb8eZ33KP5/e5q9iy9EcOv+Ql1s//vE4AuG7O/6jctpJDLp3UYFojrZ39Ou0PHEF++74snf4ILfc7qlHHZwKv10tVVZVp57fb7RQUFCT1B1goQDWzCby8vBybzRb3FUPMzvd4T7WTbFKl5kfKgblSpRzEU0YFgP1H3EX/EXUHJsx9+2byW3dnv6PVvTr/399OYOkMjVPvm4ezoHHTmjgL2gDgqSoh22FMy+KtKg3uax2T423OPJp1HhA+pqh9b9B1KratbjAAtGXlcPJdP+PILWL9/M9r7PO6yln6+UPse9KtZOU3nNaQii3L2PznVAZfNZX8Nvuy5LN7Wf/r2xQdNzrqc6Q7XdcpLy837cPLZrMlffAXYrVaKSwspKSkxJSbWSivi4rq7/ZhllS8caSSVKn5kXJgrlQpB/GUeineCz5PNYFA3dqDdb9PYefa+XW2+30efJ7qqM/f79RbOeD0O3HkNW902grb9QKgZOPi8LbSTUuC+/ar95jGHp/bojNeV3mdYy1RTnq9u/6Qa2dOxGLLovOgC6M6Dxj9LOe/fRVt+51MUacBWB057HfSrSyecgcV21dHfZ50V1FRYVqNl8ViSZngL8RqtZo6atfs2tb6xKPpL1Nrf3RdT5maHykH5kmlchBPGVUD+Mlt/agu21JzapZAAK+rnLIty1j58+Rd23WdgM9Dqx6DOeHWb+uc652r2oKuY3Vk43dXgcXC8p9eI+D3Mnfy9Zx016xGpa1Ft4PJad6RjX9Op10foxl048KvyGnWgRbdDonJ8a17Hs62pTPDx5RuXIJisYbnOWyKgN/Lqh8m0OO4G+oEkmUbF5LbqjtWe3aN7bqus+jD/1C5ZSkH/fvV8PbOh1/Mxt8/4LsnT+XE274jpyizRwZ7vV5TR8Dm5+fHvbkzFux2O3l5eZSX1/0yEwtVVVWmzXtYn3jcODK1/1c8rjuVagClHJgnlb5Ih2RUAHjmf5fX2Tbnf9ex+a9vqS7ZxAGn30nv46/a7fEB367Jis95ZnNU7xnwRzdqU1EUeh0zlvlT7qOwfW8sVgeLv3qa/YffFP5gKNuygoDPTVGHPk06fr+jx7Dsh1f5dfINtNlvCAunPkLng88IL4XXFDuWz8RTsZ32A0bU2bdyxnOUbfiToTf/FN7mqdrJwvduYOuiLzlk1GSyi9rXuIYDL3qZOS+MYNo9gxgyehJt9hvS5LSlOjPXrc3Ozk6a0b5N4XQ6cbvdeDyxX0Na13UqKiriNjWMxWJBURRTb1KBQCAlg/29ZXaNl6IoMa0BlHJgjlQqB/GUUQFgJE9VKb+9cwtr537I8HG/4Kks4ev/nsj2lXM48Oz7660VCwQaPwWH3ohj+p58M56qEuZOvgFdD9Bz6CX0O/W28P4FU+6jYvtqTrztuyYd37zLAIaOmcxvb9/Mkm+eo13vozjswmeacE1+dN1olvSUbwWgdMOfFHTYH1tWLnogQMXWZWxf+n2NUb3r577Dkk/vweeupP8FL4SXkYvkLGzH0Td+wXePn8wXDw6jy6H/ZNDIF8jKbdbodKYyl8tl2hq/VquV3Nzchl+Y5PLz8ykuLjblhul2u/F6vdjtTV/isDEsFoup8ztmatOf2dcdCtpieT4pB7GXauUgXpQMqRLWAbatmMOWJd+zbcXPbJg/jRZdD2bImMnktewMQFXJJma+OJLNi2fQqufhtO55OC26HkKXgWcCTV0L+CM6HXiqiZcWfzNfHkVF6TYOuuhlvK5yFn14C8XLZ+Ku2I4e8GGxOrBnF1LU9RD2P+vR8MCQ6uJ1zH/rSvqe9Sj5bXffr7GwsBCL7mPe+3dgsTk4+JyH43VpSaO4uNi0G0F+fj5OZ/STfyezyspK0/rsORwOCgubXjveGKWlpabUZobk5eWRnZ3d8AvTjMvlMq2rABjdEWI5aEjKgTlSrRyYoN7oNKMCwK1LZ/LV+BPocMBJ7HuUSvv9j633xVuXzuTvbyewfv5UBpxxT7hZWA8EqNyxlpzmHTN66TK/309xcbFp5y8sLEzp5sm9ZeaHldVqpVmzZin5bbU+gUCAnTt3mvYNv1mzZths5v+vV1RUUF0d/YCzxsrNzU3YRNeJVFVVZWpXCqfTSX5+fszOJ+XAHKlWDkxQ7wd+RkUxrfc9gnOf31Fn/d76Xtd63yOMEcMRAbJisZDXqqvJqRSZzswbQCKXeDODxWLB6XSaVgtYVVUVl76AMgecOVJt6g8pB+ZItXIQL6mZ6r3QUPAXyWKxZnRNn4g/n89n2nJviqIkZKULs5nZnO3xeOJy0zS7Y77Z60cnK7P/drH+u0k5MEeqlYN4ybgAUIhkZua0L06nM61q/0KsVqtpXQZ0XTd1Cb4Qqfkxh9kBj9QApoZUKwfxkpqp3kt/fDiO5T++luhkiKA/37uBeW9cluhkJAUzg4107ldpZs1mPAJAqfkxR6rV/Eg5MEeqlYN4yagA0OepZtYro1g0bTy/vHElP782tt6VQcq2LOeLh+quSVu+bRXTHziSNy91MuXW/dm85Ica+z2VJfz04kjeGtOcD27szrLvX6n5/u4qZr50CZMvL+CdK9sw/+P7Ynt97ipmT1R5e2xL3rumI/PevxM9ouC7ynfw7ROnM+nSbD64sTtrfv2gye/1x//GMO2G6Jd9C/n+4cGs+kGrsc1iy6ozifSy71/ls7sangA7nXi9XtM+qBRFiduUJolgZnBr5t8lxOxpJDJxFQizr1lRFFNqAKUcxFYqloN4Sc1UN9H8j+9l06Jv6HTQ6XQbdC7Lf5zIyplvhvcHfF6K187nJ+2iejuNznxxJK6yrRx11QcUtN2Xb584lerSLeH9s169jO2rfmXI6En0OeE6Zk9UWT9/Wnj/L29exfr5Uznison0H3E386fcy7IfJsbs+n5/71Y2L/6OIy6byIAz72Hh5+NrBKFzJ1/P9pVzGDr2Ldr3PZYfnj+P4rULGv0+O9ctYOO8D5uURovdiS0rr8Y2RbGAUrcoBvzmzIOXrMyc/sHhcKRl82+IxWIxdbSumX+bELNHG2da7U8gEDC1879ZwZqUg9hK1XIQDxk1wmHjgul0OfSf2Bw55LXqSnXpFjbM/5weQ0YCsOCTB5j/8T0AtOl1ZI1jy7YsZ8vfPzDsqg/oOOBk2vQ6kneubM3yH1+j3ym34Pe6WfvbRwwZ/T869h8OwPo/PmPV7Lfo2H84nuoyVs6axGEXPkOXgWcBsG3Fzyz9dgI9h16819emBwIs++FVjrj0lfC8g+vmfcr6BdPY96jL8LoqWDXnHQ46+0E6HzyCTgedzoYF0/n72xcYPPKFRr3XvPdvx2rPxu9p2sjLP9+9jj/fva7O9g1z36nxvFnn/k06f6oya+JnMP+mkgzsdrtpA2g8Ho/pcyfabDZTy4Df70/rWuDazA50zPqfknIQW6laDuIhdVPeFIpC5fY1FLbvDcCgkRPQI2qZ9j3qcjoOOIX5H9+D11VzHrbSjUsAwsuw2Z15NO88gK3LjLV1va5y9IAfW9auFRZsWbl4KncCsGH+NAI+D+37nRje337/41k5axJVOzeS02zXkmhN4fe5GfTvF2jbZ9fKGwGfJ9y0WrF9NQHvrmXkFEWhdc8j2LZsZr3n250tf//IpoVf0u3IMayc8Wyj0zn4ik/Dq4gAVGxZSm7rHkYtYFBBQQEOu6Pmms1pTtd104IXSO0PqWiZeY1m/m1CzP4bZVrTn9nXa2YAaCYpB7GVyp+tGdUE3PWwc1jz6/us/c1ovsxt3qHGvH45zdrTcp9DyMprUedYn9uYRDIyKHHkFFG5Yy0AzvyWtN5vCH9/+wLVZVvZtuIXNi36ms6HGKuIlG1eitXuDK86AlDQtifoOuVbV+z1tdkc2XQ/4gKc+S3xeapZ+9vHbFr0dbg2cHfprwimP1q/vfsf9jn8QvJa79u0dDrzsGcXYs8uBBR+ffl8Vn33fHibPbsQR04Rjtwi7NlJPbFmTPn9flObKVL5QypaZl6j3+9P+Y7k8Qhik4nZ12tWeZNyEFupWg7iIaMCwP2H30TvE69j5/qFLPnmeco2L4v62JxmHQCoLF4f3laxfTU+V0X4+ZFXvMPOdQt498o2TLtnEF0PO4eeR14CQHXpFhw5NZeKCT2P7EcYC7NfvYwZT51B54Fn0fPIS6NOf0PW/v4JO1b/xgEj7o5JOpd9OR6L1U7nwy/GW10afniqSvBUluD3mj/6MlmY+SFlsVhStpNyY6T6CEqbzWZqX6JMu/Gb/fcyq7xJOYitVC0H8ZC6oWsTKBYLA8/7LwoKf335JNPuO5zhd84yauIa0HKfgTgLWrPkq2do1qkfq395h4rtq8ltYdToBXxevnv6LJp3OZB/XP465VtWMPetG2jX5xi6DToHRbGgU7OGJzRCV6lnAMTe6Hfq7RR17Me8D+5gyTdD6XXMGHKbd6RZ5/4sm/EiHfsPZ+uyWWxd+lNUaxqH0jrv/dvpdfRYclt02us0bvv7O1b/+CLoOjPuG1Dva465YWq4P2W6M/NDKhOCPzC6NSiKYlpNqtl9p0KjCc0qC6Fa5lTtsN5YZv5PKYpi2o1fykFspWo5iIeMCgBDbFm59B9xN0u+fpZ5H9zJkVe83eAxVnsWh134DD+9+G/euaIV7foeS9veR+GtKgVg7W8fsWPVXM55fjuO7ALa9Tma8q3L+eOju+k26BychW3wVJXUOKe32jjWWdD46VT2pKhDb4o69KZ4zTz+mv44vY4ZA8ChFzzNt0+exrtXtaVZ5/50PuRMNi36Oqpzrpw1icrta9j/5JsJ+H3ouhG8Bvw+FIu1UR8m5ZsWM+/Ny+g48DwOOOfJOvtLl33N7+/cSPt+J0R9zlRnZvNipgSAgKk3znj0nbLZbKbesHw+X0YMAAgEAqbmo9nNflIOYiPVy4HZMubOUF26hfev78rWpcagh9zmHek26Dx2rv8z6nN0Pez/+OfTGxnx8GKOv+Ur3OXbKerYFzCaUx15zXFk71o3NK9Vt3AfwcJ2vQh43ZRvWxXeX7ppCShKjRrIrUtnMvftm3GVb2/U9a2fP40pt+6P37NrJYm8Vt2o2rkh/Lxtr6H888n1nP7QIk659zf8nmqKOvSN6vyb/voWr6ucd69ux+RRTv5891oApt/cng2/vtPA0buUrPuDX7Szadb1UPY/ezwla35j8Se7mpQDfh+LPnuI3sddjSWDBoG2/r1MAAAgAElEQVRIABgbZl5rPKbPkClAYiPVR35KOYiNVC8HZsuYO0NWbnOqSzdTtmX5ro26jjO/VVTHl21ZwfQHh+Eu305h+164ynewY/VvdDjAaKLMbdEFd9k2qsu2ho/ZuX4heS26ANDhgBOx2p1sWDA9vH/jwq9o1X0Q2YVtwtsWfPogi6aNZ/Uv7zbq+hw5RZRsWETJxr/C28q3LCevZVcAvO5KvnjoKIrXzDNGAus6mxfPoEOUTawDzhjHyeN+5eRxv3LSXT/T4/gbATj82i9p3ff4qNNpzy6kXf/TOWjkq1isdhx5Ldkw993w5NBLPh2H3+emz/HXRH3OdGDmAJBMaeoBc6/V7AXlAdNrZTKl/1eq3/ilHMRGqpcDs6V26hvBYrPT6cDTWDjtUZp1OoDq0s2snfsh+59yS1TH5zbvSMW2Vfw6+Xr6nHAti6Y/TlGHPnQ88BQAOvYfTlZBK3547lz2P/kWSjctYdn3L3PgWfcDxrQx3f9xEfM/vJvsgtZUl25h9Zx3OeLSmquFDDz/Cap3bqR5l/r7xe1Oq+6DKOzQh59fG0P/M8ZRtnkp636fwiHnP268f1YuPk81c9+6kQPPfoCVs/+HYrWF50AEKNnwFxZbFgVtutc5f16rruER036/nw1/zwGgqFPj0pnbsht9z3gw/DynRRf6nfMkv79+CduX/kDZ+vkce8vXWB3mzrmWbOIRXGSCVA8AQwMAzHovM+eXSyZmX6fZyypKOYiNVC8HZsuYGkCAwSMnUNCmJ2t/+4iVsybRZeDZ9D7u6qiOtdqzOOqaj6gq2cg3T5yK3+vi6Os+DTdT2rPzOe6mLwGd75/9J3998QT9TrmVPidcGz7HwH89SccDT2XmSxcz/+N7GHDGOLr/46I679Oi28G06jG4UdemWCwcd9OX5DTvyI8vnM/iL57kwLMfoNcxY8OvGTpmMlZHNjOePJ2SDYs49oZpOHIKw/t/fn0sC6bEdnm6PaneuZ6N8z5i0x8fgx4APcDh13xBQdv94paGZCE1gALMX7IvHtPZJAMza7isVqvp3SqkHMRGqpcDsykZUvNQ4yL/+HAcea261qj9Sga6rrNq9lt0GXgWVrt5i9vvLb/fT3FxcaOPqypey6IP/4OrZANVxWvxuyvJadGVVr2OpuPA8yjsZKz8UVhYmPLfrBqruLjYtOaKnJwccnNzG35hGigrK8PtNmf6IIfDQWFhYcMv3EtVVVVUVlaadv50//8KBALs2LHDtPM7nU7y882fo1TKwd5Jl3IQI/XWAmRME3Cktr2H1ZmTLxkoisI+h5+f6GSYJqd5Z1p0PxxQyGvbi8KO/cjKj+0I6FSV6k2XmSBeNalm9//yer1pfeM3u39bvEbPSjnYO+lSDsyUsQGgSIx9jroy0UlIStJMGxvpEOxK/6+9Y/b1xevGL+Vg76RLOTBTajdgCyEalA5BUbTSoS+l2f2/fD5fWpcJs1fVidfEv1IO9k66lAMzpUQNoKqq9wO3A900TVsd3HYTcB2QD3wKqJqmlScskULsBTODi0zo7B2SDgEgGLULHo/HlHPrup62zX+hazNLvGt9pBw0TbqVA7MkfQ2gqqptgWtrbbsQeBgYD1wADAWejX/qhIgNCQBjI10muM3KMncQmFlBRaJ5vV5TvwSY/XeJ9/tJOWiaeJcDsyR9AAjcSd0RLFcA72ia9oSmaVOAu4BzVVU1f4ieECaQAHDv6bpu6od+PKd8sFqtpk4ya9ZI6UQzM6Axu0m2PlIOmibdyoFZkjoAVFW1O3AZ8FTEtnbAocD0iJd+CTiA6Ja1ECLJmNmfxOzAKFmYHejGe84vM5vmAoFAWg4CMPPGb7fbEzLvm5SDxkvHcmCGZL+K+4CfMAK8kJ4YNYJ/hzZomrYecAE94pq6JKC7S/Gvmop/wQT8q6aiu0sTnSTRBGZ+oOi6njZNo3ti9rQP8f7Ql+a/xvH5fKaW80T1lZNy0DjpWg7MkLSDQFRV7Q+cAwwGciJ2hRbOLal1SEnEvoygu0vxz38GfNWAAhXr8G+bh7X/VShZ0hqeSswOLnw+X8qvW9kQs4PceI/6s9lsWK1W067L7Xan1QThZgcyibrxSzlonHQtB2ZI5hrAh4ApmqbNqbU91M5Tu9OUJWJfRghs/MkI/ix2sNiMnz6XsV2klHgEgOku3WoAwdybjd/vT6vmPzP7s4WCsESRchC9dC4HsZaUVQKqqg4FTgAGqKpqA0I5bgW2BX+vvZRHIbA1Pik0V7XHz6ZSN26vH38ArBbIsltpV5hFtiOi8JWvo94VXsrXxS2tIjbM/lDJhADQzJuYxWJJyGTdWVlZVFdXm3Z+l8uVFh3afT6fqWU80aM+pRxEJ93LQawlZQAIHI1Ro7eg1vblwAsYNX29gZ8BVFXtCmQR0S8wlZS7fMxdVcKSzRWs3l5NmcuH3Rq82eiEYzyvX6fAaaNry2x6tc1jUHYH7BX1BHv5neKWdhEbiqKY2szj8/kIBAJp03m5ttD1mSVRzed2uz0uzX+pXi5cLpep50/0jV/KQXTSvRzEWrIGgC8Cn0U8PxiYAJwG/AYcAJwITAzuPw5wU3NkcFLTdZ1V26v5+q9tzF9XBjr4dR2rRcEW+T8YUelgs0CF28f8dWUsXF/Ol7bW3NzeTo7Vi9USfKHNiaX9P+J6LSI2bDabaR/woYlR0+0DLMTsJqxE9p90Op1UVlaacm5d1/F4PDidTlPOHw+6rpva7BcKvhJNysGeZUo5iCUlFaaHUFV1GDCD4EogqqqeB0wCbgRWAs8DX2iadsluTpFUF7mt3M0rP65jfbELX0DHbm3aPHABXSeXKoYVLKZnbjFtOvQgr+uRpg8A8fv9FBcXm3b+wsLCtOpoG62qqirTPuDBuIHk5+ebdv5EKi0tNbXzd0FBQcKC50AgQHFxsWlT+dhsNpo1a2bKuePB4/FQWmre7Af5+flJERhJOdizTCkHTVRvgJGsNYB7pGnaW6qqtgduAgqAj4GrE5uqhgV0nRlLdvDR75vxB3RsFnDYmt6vyKIoVJPLtLKD8ZWAdZPCmQEvw3rpWBLQX0nsHbNrmdxuN3l5eQnpy2Ymv99v+si/RNYAWiwWHA6HabUbPp8Pj8eTsl+6zOwbpyhK0tSaSznYs0wpB7GUEjWAMZDwi6zy+Hn2m9Ws2VEFsKvJNob8AeMyu7TI4cpjupLjMKe6WmoAzREIBNixY4ep75Hi32LrZXbNqcVioUWLFqadPxpm1244HA4KC1Nv6iifz8fOnTtNO3+y1ZpLOahfppWDJqg34EjtHp8poqzaxyPTlrN6exUWxZzgD4zzWhRYvb2KR6Ytp6w6/Ud+phOLxWJ6TZPZnaTjTdd1068pGUZHOhwOU/sfeTyelJwQuKqqytTzJ9uXJSkH9cu0chArEgCarNLt47EvVrC13IPVYu6arxAcTWqBreUeHvtiBVWe9F8BIp2YXfPp9XpT8gN+d9xut+kTQCdLbbTZNyGzb6Kx5vP5TO30b7VakyL4r03KQU2ZWg5iQQJAEwV0nee+XcO2cg+2OAR/IYpijCTeWu7h2W9WE8iMZv60EI9+Jqn2Ab87uq7H5VqSKQA08zPE6/WmVA2xmc3+ANnZ2aaev6mkHNSUqeUgFiQANNGMJTtYs6MqLjV/tYWCwDU7qvhuibn9ykTs2Gw20+fi8nq9pn5jjpfq6mrTa/+SaeF3i8Vieu1PZWWlqfMpxorZTZXxyOumknKwSyaXg1hIjk+2NLSt3M1Hv28G4h/8hYTe98PfN7OtPPVv+JkiHrWAFRUVKfEBvzt+vz+jav9CsrOzTf08CQQCpteo7C1d16moqDD1PcyuZdtbUg6kHMSCBIAm0HWdV39chz+gmzbgI1pWi4I/YKQnQ0Z8p7x4BB2p8AG/J+Xl5XEpz8k29YPVajU9TS6XK6n7iVZWVppa86soStI3+0k5kHIQCxIAmmDV9mrWFbtqruiRQDYLrC12sXqHefMkidhxOBxxmXfO5XKZOneWWSorK+OyeL3ZIy6bKh43pbKyMtOb15vC7XabXmazsrKSptl/T6QcSDnYW+l9dQny9V/b8AX0pKk6VhQFfyDA14u2JzopIkrx6ndSWVmZ1N/ya3O5XHEbxJKs3/5tNpvptT+6rlNWVpZU3QR8Ph/l5eWmv0+y/t1rk3JgrlQpB3tDAsAYK3cZa/Xak6ziwGZV+GNdKeUumRswFcSr70noAz4eNWp7y+12m97nJ8RqtSZd/79IOTk5pr+Hz+ejrKwsKbqOBAKBuKQlKysroau+NJaUA3OkWjloKgkAY2zuqhLQEzfwY3csigJ6MH0i6SmKErdaQF3XTV9Ld2+5XK649fuD5P/2H4/aHzBGjCf65h8IBCgpKYlLU2Q8AqpYknJgjlQrB00lAWCMLdlcgT8JvinVx6/rLNkcnxoUsfdycnLi9kUiVBOYjPN/VVVVxTX4s1qtKTH1Q25ublzKR2j5sUQ0A/r9/rjd9J1OZ0rW+kg5iK1ULQdNIQFgjK3eXp3wkb+7Y7UorN6eep3+M5XFYonrN1Fd1ykvL49rsLUngUCA0tLSuI9WjmfgvTesVmvcaiq9Xi8lJSVx7Srg8XjidtNXFCVla32kHMROKpeDppAAMIaqPX7KXD6SNP7DokCZy0e1LA+XMrKzs+M+EtXlcrFz586ENgknKg12uz0lav9CcnJy4lY+/H5/OCA38wtCIBCgoqIirrVN8cxHM0g5iI1ULweNJQFgDG0qdWO3Kklbe6AoCnarwqZSmRQ6VSiKQm5ubtzfN/QhH+8BIqFv++Xl5QlpakpEXu8NRVHIy8uL2/uFlt/buXMnLpcrpgGArutUV1ezc+fOuE5PFM8aNLNIOdh76VAOGiszGrrjxO1NgZo1HTy+5BnSLxqWlZWFw+FISI2c2+3G7XbjcDhwOp04HI6Yf8EJBAJ4PB5cLldCRyNnZ2en5KLvDoeDrKysuC7v5/f7KS8vp7KyEqfTuVejJn0+H263G5fLlZCgPy8vL2m/tDeGlIO9ky7loDEkAIwhfwDQgWQuQwr4/Inv3yUaJz8/n507dyZsPq7QmpuKopCVlYXdbsdutze5ucTn8+Hz+cLnTXSfQ5vNlnK1f5Hy8vLw+Xxxn7Q3EAhQVVVFVVUVVqsVu92OzWYLr2mtKDVbRAKBAIFAAL/fj9frxev1JnSi4ezs7KSe7qexpBw0TbqVg2hJABhDVgvJHfwB6MacgCK1WCwW8vPzKS0tTWg6dF3H5XKFRwtbLBasVmv4EfqgD33Y67oefvj9/vAjmSaWVRSF/Pz8lP72H1k+EhVMh/62qcJqtaZ00F8fKQeNl47lIFoSAMZQVrLN/lwfBRzJskadaBSHw0FOTk7cVsKIRuibfCpMJL07eXl5aTHtg91uJycnJ6XXeI4XRVEoKChI6aB/d6QcRC+dy0E0JBKIoXaFWXj9esKbs3ZH13W8fp12hcm1wL2IXk5OTkY2VZglOzs7pUb9NiQnJycuEwOnunQJ+ndHykF00r0cNEQCwBjKdlgpcNoIJGf8R0CHAqeNbEcK1FSKeoW+sabiYIVk43Q64zpyMl7y8/Mz+qbWkHQL+ndHysGeZUo52BMJAGOsa8ts/EkaAfoDOl1bZtYw93SkKAqFhYUSBO6FrKystAz+YFf5yKT5zKKVlZWVMf29pBzsXiaVgz2RADDGerXNw5qk/QmsikKvtul508s0oZpA+YbfeA6HI+UHfTTEYrHIzb+WTPi71ybloK5MLAe7IwFgjB3SrQgUkq4fYEDXQQmmT6QFi8VCUVGR9PVphOzs7Izp9G21WikoKMBikY95u92eMX/32qQc7JLJ5aA+UiJiLN9po3+nApJtTmifX2dAp0LynVJjlE5CNYGZtH5lU4RWSsi0yV5tNhtFRUUZXQPkcDgoLCzMqL97bVIOpBzURwJAExzbpxU2i5I0tYC6rmO1WDi2b8tEJ0WYJDc3V5o1diMUJGfaMk8hVquVoqKijOwz6nQ6pcYnSMqBlIPaJAA0QbeW2XRq7iRZVlzzBaBzcyddW2TmDTBTOJ3OjP2A3x2Hw0Hz5s0zfuqcUF+wTAmCQ2toy5eimqQciEgSAJpAURQuGdIJq0VJ+Ihgf0DHajHSI/8A6c9ms1FYWEhubm5G/71Dq3sUFhZK36egUDN4ut8MLRaLdIvYAykHIkQ+GU3SKj+LMw5qCyRuQEjofc88qC2t8mWgQKZQFIWcnJyMrQ3MysqiWbNmGT/H1+44nU6aNWuWlrWiob99Ol5brEk5EBIAmuioXi3o0iIHXyD+QaCu6/gD0KVFDsN6tYjre4vkEOr4XVhYmBHTxTgcDoqKiigoKMjozu7RsFqtFBYWkp+fnxY1pKGRrjLatXGkHGQ2JVkGKpgsYRdZ5fHzyLTlbC33YLMQlyp3XdfxBaB1voNbhvcgJ8Yrf/j9foqLi2N6zkiFhYXyzc0EbrebqqoqfD5fopMSU6G1T6XMNE0gEKC6uprq6uqkGbgWrVBtd3Z2dlo3Z8aDlIO0Vm+mSAAYB2XVPh77YgXbyj1YTQ4CQzV/rfId3HBCdwqyY1/zIwFgavN4PLhcLjweT8p90IcoioLT6cTpdGZE7WY8pFIAYLFYwkt5SU1PbEk5SEsSACZSlcfPs9+sZs2OKgCsltgHgaEBJ11a5HDlMV1jXvMXfh8JANNCIBDA5XLhdrtTolZQURRsNhtOp5OsrCz5pm+SQCCA2+3G5XIlXbmw2+1kZWXhdDrl728yKQdpRQLARAvoOt8t2cGHv2/GH9Bj1iQcavK1WhTOPLgtw/ZrgcXEfwoJANNPIBDA4/GEH8nyuWCxWLDb7TgcDhwOh3zLjzOfz4fb7cbj8SQsCLDZbDgcDrKysqS2N0GkHKQ8CQCTxbZyN6/+uI51xS58gQA2q9KkgC2g6/j8xiTPnZs7uWRIJxntK/aaruv4fL4aD7/fb3pQGKrhq/0QycHv9+P1esMPv9+c5Y6sVit2uz38kAE9yUXKQUqSADCZ6LrOqu3VfPPXdv5YVwo6+HVjzj6LUn/NoK7rBPTg3H6KAgoc2LmQY/q0pGsL6fwqzKPrOn6/n0AgEP4Z+l3X9XBwGPl7iKIo4bKpKAoWiyX8sFqtNX6XMpw6Qn//yIeu6+Gysbt7S6gMhH5ardYaD6nlTS1SDlKCBIDJqtzlY+6qEpZsrmD19mrKXD7sVsVItUL4p9evU+C00bVlNr3a5nFItyJZ21cIIYQQeyIBYKqo9vjZVOrG4wvg8+vYrAoOm4V2hVlkmzSwQwghhBBpSQJAIYQQQogMU28AKI3sQgghhBAZRgJAIYQQQogMIwGgEEIIIUSGkQBQCCGEECLDSAAohBBCCJFhknoSOVVVLcDDwKWAH3gPuEHTNJeqqlbgIeASwAq8GdznTVR6hRBCCCFSQVIHgMAo4GrgGsAFPA/sBO4AbgOuCD48wITgvrsTklIhhBBCiBSR1PMAqqo6B1igadqo4PPXgCFAD2A98LqmabcF990LXAZ00DQtUOtUyXuRQgghhBDmScl5AHsA8yOebwbaA4cFf06P2Pcl0Da4TwghhBBC7EayNwEfCOyIeN4fWAPsG3z+d8S+ZcGfPYDZ5idNCCGEECI1JXUAqGnamtDvqqr+AzgeuBFoE9xcEvHy0O9tEEIIIYQQu5XsTcAAqKraA/gA+BZ4Ggj18Yts1w5dS+3+f0IIIYQQIkLSB4CqqnbDCPxWAWdqmuYHtgR3F0W8tDD4c2sckyf2oLi0Ep/Pn+hkCCGEEKKWpA4AVVXNBz7DGPxxgqZp5cFdS4I/e0e8vFfwZ7hfoDJ49DfK4NEvmZ7QNDLu5U+ZOX95TM51/LVPMfrRyTE5lxBCCCFiJ6n7AAL3AwXAUE3TSiO2/4YxDcyJwIzgtuOADcDciNd5AXdDb1JWWU3hsdfRoVURNmvDMfH6bSV8/PBoTvnHAVFdRJXLw3VPvscH3/2O02Hn4pMP557LTsFiiS7+3lFawZhHJ/PlnMU0y8/hxvOP44qzh9U4/5X/fZv3Z/xOdpadK88exp2XnBzVuSOtWL+Ne16ZSiCgM7BPVyyKgs1mbfR5QpwOO62b5Tf5eCGEEEKYI2kDQFVVWwGjgfFAT1VVe0bsnocxKfSdqqouxpgI+mpgvKZpkXP+eTFWENkju9UIcn7SbqRru5YNpq3rGbfhdNijvBK49YWP+G7eUibe/m+27iznisfeonPbZlx2+pCojr/kgTfYurOcd+4bxZ8rNnDlY2+zb+fWHHdoHwCueuxtps76k4l3XMSW4jKueeJdOrZuxsWnHB51GgFemzqb/BwnN19wPA++/jn3vDK13tedPrQ/Hz8ypsHzZWfZcdibHkAKIYQQwhxJGwACfQEHcHvwEakb8ChGH8DHAMt7Syne6VLueXHw6Htqn0gZPLrG82MH9uKrp68NP7dH1HK5PcZKclm1Ajyfz4/H5yfH6QDAGkVNIUAgEODVz2bxyq0XcuoQo8bw05kLmDZrYVQB4NbiMj75cQG/vHwLh/btxgmD+jLpizlMm7WQ4w7tQ1llNZO+mMMz15/DWUcdBMDPC1cx4aMfGhUAVrs8vPTJT5x91EHk5Ti5/PQhnDXsIGw2CwoKVW4PI255AZvVyh0jh0d1zopqN4GAzMEthBBCJJukDQA1TfuO3cxeHeGW4IMXB4/+DPhInz0hHNkpg0d/DKzWZ0+4JrRt5H2vsb2kssZJIps57311Kq98Oossh40dpZXYrBaK8rLx+vy0aV7A768bsajSUMqC3B4fL9x0Pkcf0iu8zeP14bBHl/WKovDm3RdzQI+ONY4PLeAybdZCPF4fJw7qG95//GF9mPTFHDZuK6F9q6Lap6zX0+/NYEtxGZ3bNgOgfauiGseOevBNAgGdH1+8gQ6tm0V1zvVbS/DIIBAhhBAi6SRtANgEUUcaVuvuo7cHRo/ggdEjACNY7NquBeNGndrkRGU7HVxworE4SbXLwxe//MXXvy7hhZvOj+r4Vs3yw8eXV7qY/OUcFq/ezNPXnQPA0rVbcTrsdG7bPHxMz06t0XWdFRu2RRUAbi0u45E3v9ht/8epM//k9Wmz+eGFG6MO/jZs3cn6rTv5bcmahl8shBBCiLhKpwAw6rZGZQ/Vd5Om/8I1T7xLXk5WuAZw4tTZlFW6uOSUw3ns6rObnMDLHp7E/76Yw7nHHcKlpx3R6ONPuv4ZZi5YwS0XnsCxhxoDoLcUl1GUn13jdUV52eF9DdF1nQvvfY1u7VvSrkVhnf2V1W7GjJ/MTf86nsH99ok6rV/9upi++7Rn0apNLF69id5d20V9rBBCCCHMlU4BYJSNsuyxX9oFJx4WrnEL1QBecdYwNu0ordEM2xS3jzyJft07cIc2haEDvmfMmUc26vinrz+Hd7/5jfH/+5Ih/Xtw8hH9sFiUcHNwSCC4IZpRxpu2l7J49Sam/vdK7nzpkzr7H3z9c2xWK3deHF2/v5AJH/3IyOGD2FlexZ0vfsL7D6qNOl4IIYQQ5kmnANAKXKMMHn1N7R21B4GcfHi/Rp14wkc/oH38I/Nev51WezGtSe+u7ejdtR3zlq7j8be+bnQAeNB+nTlov8589/tSnnznG04+oh9tmhdQUlFV43WlFdUAUU3B0r5VEQvevJOi/Jw6+1Zv2s5jb33N+w9cTnZw8Es0vvl1CfOWruPDh1R8/gDdz76Db+cuqdEPUgghhBCJk9QTQTdSFvCUPnuCEnoAU4LbCD3+c+EJ2GyNu+xbLzqROy8eTvOC3EYnatqsP9n/X/ficnvD27q1a8GGbSV7OGqXl6b8yJFjHquxrVv7Xcf36tIGt8fHqo3bw/uXrNmMoij07NQ6qveoL/gDePiNLxjQs1PU8x0CVFS5GPXQm1x37jG0b1VE57bNue7cY7j4gTcoKa9q+ARCCCGEMF3a1ADqsyccF83rHhp7xh73tz35ZnRdJzvLTpXbi0VReG3qbLw+P9c//T6zXry5Uekqysth0cqN/LV6Ewft1xmA5eu30bVdi6iOz3Vm8dOC5WzbWR6ufYw8/sRBfXE67Ez/eVG4RvGrOYsZ1LcbbZoXNCqtkbYWl/HatNm8/8DldfbNXbyGAT071pkk2uvzc95dr+APBGo0GY8bdSoffDePk294lulPXE1+rrPJ6RJCCCHE3kubAHBveCOmKtk89dGojvH5AlG9btD+3ejTrR1jHp3MuFGnsHTtFqb8OJ/HIwaT/LVqI1l2O907tqpz/Cn/6EfLwjxG3v861/zf0cxcsIK5i9fw6fixAOTlOLnopEHc/fJntG6Wz5biMt795jdeue2iqNK3O1N+nI/TYeekwfvX2Xftk+9SkOtk2uNXhbet21LMBeMmsmDFBn54/gZys7PC+3KcDqY8MoZhVzzO4Zc/ytv3jaLvPu33Kn1CCCGEaLp0agKujwOjb+Ae+ZowV53PH10AaLFY+PLJq+nYuhnn3/0qT77zLQ+opzP2rF39/8aOf4v7Jta/6kZBbjbfPX89Hq+Ps297kXe+nsvEOy6q0Sz75LX/5NQj+nHx/W9wzytTGTfqFC4aPqjR1+T3B/D7jQEkm3eU4Q8E+P3vtRSXVlLt8lBe6eLbuUv4dfEaBvbuGj5u/KQv6Xv+vSxcuZFPx4+lX48Odc69f/cOfPXUNWwrqeCgkQ8ydvxkPF5fo9MohBBCiL2n6LWHkKYRZfDoWcAiffaEUXt6XVPWAv7oodHhlT3SxXFXP8mB+3bi0SvPYv3WnVz52NvM/nMlxWWV+AM6WXYbLYvyOOaQ/XjuxvPCtXy/LVnDf57/iIl3/JuODcwTuKO0gmuffI9BfbvVWM9YCCGEEKaod5aUtA4AI+zxIgOBAGu3FNOxVbM6/dqEEEIIIVKYBIBCCCGEEBmm3gAw3fsACiGEEEKIWiQAFEIIIYTIMGkdAPdge9QAABhgSURBVCqDR49TBo8emeh0ZIqHXp/OYZc+nOhkCCGEEKIBaTkPoDJ4dDbwDHAeoI8dP5lnrj8Xa3CEb+2l4UL02RMAYzqUu176hFc/m4U/oHP2UQfy2FVn11gObf6y9Vz+8CQWrdrEPw7ozmt3/pu2LQpjkv5o3v+xyV/x2FtfU+32cuKgPjx/43k0i3KlEr8/wK0vfBQ+/4UnHsZjV5+NvREDYE649ml6d2nLk9f9X3hblsNGlqNmkfp6zmLOH/cqW6eNj/rcQgghhDBXWgaAwF3AMRhLwVVN/Gz2pYf26crIkw8HYPZLNVfzePmTmbz37W/h50+/+y2vfDqLp4PBzdj/vkWz/BweGD0CMKaNGX79M5w2pD/3XnYq1z31Hpc++CZTH7syJolv6P2//OUvbnr2Q+6//DR6dW3L6Ecnc9Xj7zBp3CVRnf/B1z/nuQ++57kbz8VhszH60ck0y8/hnstOjTqN2Vl28nNqruhhURQsSs2+phaLgtvjRQghhBDJI10DwBOB94AqYPWxA3td+vnsReEAcND++9R48S3PfcQxh/QKP3/pk5+4/rxj+L9jDwFg1p8rmTZrUTgAm/jZLIryc3j+pvNQFIU7y6r417hXqXJ5yImopWuqht7/5U9+4uiD9+O2kScBsGD5eh58fTqv3zkyXMu5O7quM+GjH7jm/44O58eSNZt5ccqP3H3pyVgs0fcKuP+1adz/2rQ622vXsBbmZUd9TiGEEEKYL10DQB3oAiwGmHDz+Xj99a/2UVZZzeyFK3n2hnPD2+68+GQO77crSPT4fOgRM8lMm72I4YP3RwnWdp1z7MGcceQAnFn2mCS+ofdfvn4bRx28X/h52+aFeH1+tpdWNLj+7y+LVrFxeyknDuob3nb8YX24b+I0flm0msH99tnD0bv8b9wlNZbQW7ZuK53bNifLXrdIKUq9I9CFEEIIkSDpGgC+AzwILAIe77CH1Sm++XUJXp+fEw7rE9523vEDAfB4fcz+cyVvfzWXK84aFt6/aOVGhh24L8Ovf4YZvy1lYJ8uTL7n0gZXwYhWQ+//6fixNdbanb98PTlOB62K8ho899K1WwHYr0ub8LaenVoDsHz91qgDwMj39/sDnH/3Kwzs3ZXJ914a1fFCCCGESJx0HQU8HngC2B8Yu2zdlt2+cPrPf9GrS1u6tGtRZ9+9r05l2BWP0697B+68ZHh4+7aSCp5+71sG9u7KO/ePYsX6bYx+ZHLML2J379+hdTOK8nMAWL5uK298/jOjTjsiqubbLcVlABRFNMuGfg/ta6znPviOdVt3cutFJ1JSXlXnUe3yNOm8QgghhDBHWtYA6rMnBIAblcGjdeDawy8fz6wXb6JnpzZ1XvvFL4sYMXRAvee57LR/0KFVEbc89xF3vvgJj1xxJgA+v58BPTuFB02sWL+NG575gO0lFbSMohYuWrt7/5BtO8s55cbn6N6hFQ8G+wc2xGIxmmMjF4AJBPTgvsZ/H1i4YgO3PPcRbo+PAy68r97XPHfjuYyNqMEUQgghRGKlaw1gSCVwj9Vi4c4XP62zc/HqTazZXMwJg/rUPRLo0q4FY848krFnHckz780I93nLy85iQM+O4df17toOXddZvWlHTBO/u/cHKC6t5Nirn8QfCPDFk1fXaJLdk1AfwZKKqvC20spqAFo3y29U+jZuK+GUG59jyIAe+Gc+jz57Qo3HnFf+g9Nh59xjBzbqvEIIIYQwV9oFgMrg0W2UwaNXK4NHHxHctP684w7hzxUb6rx2+uxFOB12hh24b3jbH0vXsf+/7mXlhm3hbd3ataDa7WVnWSUAnds0p7zKVed8DvuuefQWrdzIDU+/z6qN2xuV/mje3+fzc/btL1JR7WbGc9fTrmX08w/26tIWgMWrN4e3LVlj/L5f57o1pLuzcsM2jrryCVo1y+f9By9n2bqtjHl0co0gddwrnzHy5ME0L4xufkIhhBBCxEfaBYBAMdAW6BHaoOvUO0Bi+i9/MWRAjxoTLLduls+ilRv5Y9n68Lbl67eRm51Fq2AN2eH9ujNzwcrw/iVrNmO1WujSdlc/wuc/+J7H3/qaFz78vlGJj+b9n3lvBr8uXs0XT1zd6IEnB/fqTMfWzZj+86Lwtq/mLKZDqyIO6d0l6vPkZmdx3MBefPnk1RTkZtOqKJ9v5i7hpmc+AOCJt75mzl+rubcRcwsKIYQQIj7Srg+gPnuCVxk8+hPgZmAB0HbyV79yywXH13hdtcvDD/OW8cDo02tsb9+qiBMO68Mtz32I1aKws7yKF6f8yOgRQ8LTmYw5cyivfjaTG55+nyH9e/DIpC84Y+iAGvPd3XHxcJau28KAnp0alf6G3t/r8/PIpC/5v6MPZntpBdtLK8LH9unWjoLcbFas34bb66VPt/Z1zq8oCmPPPJL7Jk6ld9e2OGw2nn5vBjedf3yjpmtp07yAZ288L/y8eWEub983ikGjHmHN5h18M/dvPn/8ynDQKoQQQojkoeiRowHShDJ4dHPgVYwJoX1jzhya+9R159RY6mz67EWcdP0zLPzfXfTdp2agVFJexfVPvc+nMxfgsFn51wmHct/lp5Hl2DXP33vf/MbNz33Iph2lHHXQfky846IaS8GVlFcxZvxk3rjr4kYtsdbQ+6/etJ1uZ95R73EznruOYQftx8j7XmP1ph189/wN9b7O7w9w24SPefmTmQR0nYtOOozHrjobWyPTGbJ5Ryk/L1zF57MX8eb0nzmgR0deue3COvkqhBBCiLirt3YnLQPAEGXw6HHAan32hInxfu8Pv5vHMYf0SstVMErKq7j0wTdZtXE7qzbtoKS8ig6tijju0N78e/gghh20X8MnEUIIIUQ81BsApl0TcC3fASWJeOMzhx2YiLeNi6L8HE4a3JdtOyvou087Dty3E53aNE90soQQQggRpbSuAYyQERcphBBCCFFLvTWA6TgKWAghhBBC7IEEgEIIIYQQGUYCQCGEEEKIDCMBoBBCCCFEhpEAUAghhBAiw0gAKIQQQgiRYSQAFEIIIYTIMBIACiGEEEJkGAkAhRBCCCEyjASAQgghhBAZRgJAIYQQQogMIwGgEEIIIUSGkQBQCCGEECLDSAAohBBCCJFhbIlOwN5QVdUKPARcAliBN4EbNE3zJjRhQgghhBBJLKUDQOA24IrgwwNMAHYCdycyUUIIIYQQyUzRdT3RaWgSVVUVYD3wuqZptwW33QtcBnTQNC0Q8fLUvEghhBBCiL2j1LcxlfsAHga0B6ZHbPsSaBvcJ4QQQggh6pHKAeC+wZ9/R2xbFvzZI85pEUIIIYRIGancB7BN8GdJxLaSWvtC6q3+FEIIIYTIRKlcAxjq4xcZ3Flq7RNCCCGEELWkcgC4JfizKGJbYfDn1jinRQghhBAiZaRyALgk+LN3xLZewZ9/I4QQQggh6pXKfQB/w5gG5kRgRnDbccAGYG6iEtUYMpF1Xaqq9gBe0jTtqIhtOcCzwNlANfCspmn3RexvMB9VVb0JuA7IBz4FVE3TyiP2XwSMw+g/+gNwiaZpm0y6TNOoqmoBHgYuBfzAexh54YpHPqmqehLwX2AfjP/RyzRNW2zaBZsoWO6eAM4CXMBE4G5N0wKSl02jqur9wO1AN03TVge3mZpPqqoOBJ4H9seoOLhS07SZ5l2lOVRVXQ10qbX5e03Thkl5bDxVVY8GngY6A9Mwrqc8k/IyZWsANU3TMf6pr1JVdaSqqucDVwMvBvelgtBE1jcGf44E7khkghJFVVW7qqr9gTeoO2jnGeBk4GLgHuAuVVUvjti/x3xUVfVCjKBoPHABMBQjoAztHwK8BryNcbPvGPw9FY3C+D+4DbiJmnlhaj4Fg/ePgJ+BUwEf8ImqqvYYX2O8PAQMwyh3d2Pk56XBfZKXjaSqalvg2lrbTM0nVVWbYdzcNwOnAMuBT1VVbWHGNcbBi8DgiMfY4HYpj42gqmoX4BPgfeBfwJEY+QMZlJcpGwAGPYoRHDwGPAe8CjyY0BRFKTiR9WjgKU3TXtM0bTLwJHB5sBYn09wO/IHxoRamqmoBxj/ZnZqmfaBp2vPAWxh5F20+XgG8o2naE5qmTQHuAs5VVbUwYv/PmqbdpmnadOAaYKiqqpHdC1LFKGCSZngdowbwvDjl0yiM/reqpmlfY3yD7gEca/pVx1gwTy7BKHefapr2Csaco8MlL5vsTup+uTM7n84B8oALNE37BiOYzwL+z5QrNN8CTdN+jnj8JeWxSa4FftA0bZymaZ9i1ASenWl5mdKBhqZpfk3TbtE0rYWmac00TbtG0zRfotMVJZnIuqYXgYHAZ7W2Dwcc1M2ngaqqtqeBfFRVtR1waD37HRg3cztG7WLk/p8wmppH7OU1JUIPYH7E880Y+ROPfBoBfB36H9Q0bSWwgtTMxyxgDPBtxDYHRgAjedlIqqp2x1il6amIbfHIpxHAbE3TSoP7K4DZpGg+AsX1bJPy2HjDgakRzx/FaArOqLxM6QAwxclE1hE0TduoadpcYEetXfsCLk3T1kZsW4ZxI+5Ow/nYM/ja8H5N09Zj9OnqAbTDqCGI3O8B1pCaf4cDMfqqhfTHuBZT8yn47bg7dQdgLSMF81HTtGpN0yZpmrZdVdVsVVVHYHxD/xTJy6a4D+NG+GXEtnjk074N7E81w1RVXa+qaomqqi+pqpqFlMdGCeZZD8CrqupsVVWrMZpknWRYXqbyIJBU15iJrDNZG2rmEdTMp4by0VXP/tDz3R0fuT+laJq2JvS7qqr/AI7H6Mtidj61wPg8qW9/v0ZdRPJ5CaOf0Nuapr0S7AAOkpdRCfbtPQeje0dOxK6G8iEW+bS7z4+U+98OGobRxNgBozZ1HUbtEkh5jFZzjMqvOzC6jz2F0QL1AEagBhmSl1IDmDgykXV0AtTtNxSZTw3lY337Q6+JZn9KCnY0/gCjCfNpzM+ntMzHoAeA/2D0ERqD5GVjPQRM0TRtTq3t8cin3X1+pGI+3gUM1zRtSrAv9GfA+Uh5bKxQxddUTdOe0jTtbYxWk4vIsLyUADBxZCLr6GyhZh5BzXxqKB/r2x96TTT7U46qqt0wAr9VwJmapvkxP5+KMUazpU0+hmiatljTtEcwAurrkbyMmqqqQ4ETgLtVVbVhTKtB8Oe24O9m5tPuPj9SKh8BNE17Q9O0FRGb/sbotyblsXEqgj//iNi2GGNKl4zKSwkAE0cmso7OEiArGNSE9AJ0jH4TDeXjUoxvVuH9qqp2xejk/zfGIInSWvuzgK6k4N9BVdV8jJqBzcAJEXNTmZpPwamX/q51/tB7pGI+DldVdaGqqs6Izaswmt4kL6N3NMZ9ZgHgBb4Obl8OnIv5+bSkgf0pQVXVfVRVHVVrhohsjKZDKY+NoGnaTqAcI+CrLdTXPCPyUgLAxImcyDokpSayjpPpGP0uaufTz5qmbaGBfNQ0bSvGqL/a+93A9OBIrM9q7R+K8Q89JbaXEhf3AwXASaGRj0HxyKePgWOCNT2oqtoTY+LaVMzHEqAv0CdiWw9gNZKXjREa3R96jA5uPw2jrJqdTx9jjN5sFtxfgDGKM9XysSNGX9SeEdsOARYi5bEpZgNHRDzvBWwHfiSD8lLR9VSZMzn9qKp6K8bcWGMBD6AB4zVNuzehCUsgVVVfA7pqmjYsYpsGnIExLUcbjE67l2qa9kZw/x7zUVXV84BJGIMhVmJMIP6FpmmXBPcfjjFC8RHgO+BxYIumaUebe7WxpapqK4wPr/HUnU5nHkbzpWn5pKrqPsAijHka/4cxeXIboG8KTc8EhOcB/BOjuWgcxujA8cD1mqY9a3aZS6e8jKSq6jCMlZu6aZq22ux8Cs7NthT4NXjsWIyBFD2DNUEpQVVVB8Z1bsSY63YoxoTFx2ma9rWUx8ZRVfUUjIDrdoyBNBOACZqm3ZRJeSk1gImVshNZx9m1GNNvTMT4ZxkXCv6C9piPmqa9BdyMsZLD/zBuQFdH7J+F0QH4HIzpANZgdK5ONX0x5qO6HeNbauSjHSbnU3A+qxEYc2l9hvH5cloq3iA0TQtgjKBeD0zGKIO3Y3zYg+RlTJidT8Fa8OEYN9ipGFNwnJpKwR+EpxI5GSMg+QAjD0ZpxkTCIOWxUTRN+wzjf/oajFrqzzBWmYIMykupARRCCCGEyDBSAyiEEEIIkWEkABRCCCGEyDASAAohhBBCZBgJAIUQQgghMowEgEIIIYQQGUYCQCGEEEKIDCMBoBBCCCFEhpEAUAghhBAiw0gAKIQQQgiRYSQAFEIIIYTIMBIACiGEEEJkGAkAhRBCCCEyjASASUBV1eaqqtoSnQ4hhBBCZAYJOpLDl8AfwKimnkBV1VzAr2maK8rXvwzYNU37d/B5e+BWQNM0bWGU5zgR+FHTtMpGpnUcsFrTtNcac5wQQgghYkNqAJODC9ga7YtVVfWoqjq81uZRwDZVVTtHeZpqoDTi+SDgSsAZZRraA68Bv6iq2iXKY7KDgedNwLOqqj6vqqo1yvQKIYQQIkYkAEwO1YCnka+vqrXtdOAdTdPW7u4gVVUPC9baAfiBQMTuEzBq8+ZGkwBN0zYCBwAVwA9RBp53AccAU4C3gYuBC6N5PyGEEELEjjQBJ4c8ogjGVVV1Am5Aj3juAboBQ4B9VVVdH3FIC+BpTdNuCT4/A9gHmF7rvNbgvpdUVe0ascsGZAEr6mta1jRtq6qqJwCzgTeAYQ1cwonAexjB62qgDXASRk2iEEIIIeJEagCTQ0fAEcXrlmDU2hUCMzBqAg8A7gfe1DStY+QD+B6jhi7EFTymthFAS+AKjL6IfwCrgj9/A/bbXYI0TSsFPgaOVFV1RAPp14HI5uLRwC27ea0QQgghTCI1gAmmqmoHjADw4Chefijgxag9+xdGcHYccCpwsKqqlwEva5qmB1+fD5TXOodOXTcA72qadm5EmtYDvTVNW9dA+p3ApcBi4HaMYHB33gEeBBYBj2uatmFP5xZCCCGEOaQGMPGOwwiI+qqq2ntPL9Q0baumaTsxgrgKTdM2Ab2A24DtGDWBasQhedSsAaxDVdWzMQaAtFJV9fTg5v4YtYXRBGhXYdQqngscoqrqP/bw2vHAE8D+wFhVVXtGcX4hhBBCxJgEgIk3GqMP3ETgvsYerGnabZqmPa1p2g7gP8ApEbvrqwGs7TDgeYygckhw20HALE3TArs9ClBVtRXG1DHPaZq2AKNZ+tY9pDWgadqNwGPAgcAsCQKFEEKI+JMAMIFUVT0GIxCaDGjA6aqqHr0Xp3zdOK16b7A2MZ+aNYC24PtaMWoH0TTtJk3TrgQ+B0YEJ6QeiTFStyFPY9Q8PhN8/hAwXFXVIxs4rhK4B2MkcqODXiGEEELsHekDmCCqquYBLwNPBKdUQVXVJ4CJqqr21zStpIFTNFdV9RLgEyAbOBZjJO9xGBNLv4ER5JUHz20HzgQ6AGdjDCZ5NeJ8b2MEcBrG6Nw3G0j/ZRjNvkeHRghrmvaVqqrfAv9TVfVgTdO2RLy+DfALRt9FMPoYvgUc38B1CiGEECLGpAYwAYLB2P+3dz8hModxHMffGwcpYV0U2mQjKVouRCIHarEHtQcH/y7fpPy3LitDKQcHe0AfNdpc9kAc5LblgjaHzZmLg1AKJwe7tQ7fJ8YwY5Wdy3xel5me3/Ob5zdz+vTM7/v9jQCz+HUHrAJMAo8jYl7dOfMjYkdEXATmku1UDpHVw8/I4opxYLmkPrJQZA5lB1DSBFmEcZpsG1Mb/igFGTeBI2TrmM9Nrn9PmTso6Und4aNklfJoRCyrGf8ELAa6a8Y6gI+N1jEzM7OZ4QDYYiUUjQJbgN7ax6hJ+ko2dF5F3h+3pubU7nLeTrJqd6mkrWX3cDfQJaki6UOZv6C8/rgHUNIlSVVJv4WuiFgL7AXeAQcb/RUdEceAB8AdSVfqj0t6BewDVgAvIqK/jE+Qu5UD5fttBPYDjxr+WGZmZjYjOqam/tQVxGZCRJwDLpCtXPokPW0wr4e8J28hUAVOSvoWEStLwGq2xiZgNVnQcQDoLL366ucNkTtwg8BxsoCkCpwFLpNBbZws8Bguu5YPgV7gGnC+WZFIRGwH7pOPm9ss6X1EdJI7j7vInc67wIkSDs3MzKxFHABbKCI2AFeBw5Le/mXuIuA6MCbpxj+s0Q8MAa+BEUm3Gsy7Xd6OkYHvlKR7NcfXk2HwTGk3Q0SsA3okDU/zWrqAJZKe141XgDfT/RwzMzP7vxwAjYiYLWmyhettA75IetmqNc3MzOwnB0AzMzOzNuMiEDMzM7M24wBoZmZm1mYcAM3MzMzajAOgmZmZWZtxADQzMzNrM98BnqeYVo/oc4QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用「面向对象」的方法画图，定义图片的大小\n",
    "fig, ax = plt.subplots(figsize=(9, 6))\n",
    "\n",
    "# 隐藏边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "\n",
    "# 隐藏刻度线\n",
    "ax.tick_params(axis='x', which='major', length=0)\n",
    "ax.tick_params(axis='y', which='major', length=0)\n",
    "\n",
    "# 设置坐标标签字体大小和颜色\n",
    "ax.tick_params(labelsize=16, colors=colors['深灰色'])\n",
    "\n",
    "# 动画函数\n",
    "def animate(year):\n",
    "    # 先清空画布，让画面动态显示新的数据\n",
    "    ax.cla()\n",
    "    \n",
    "    # 设置标题\n",
    "    ax.text(-11000, 106, '\\n中美人口数量、人均收入和预期寿命的动态变化\\n', fontsize=26, color=colors['深灰色'])\n",
    "    \n",
    "    # 主要通过数字 year 来控制图形的变化，year = 0 代表第 1 年，当 year 增加，相应的画图数据发生变化\n",
    "\n",
    "    # 中国数据\n",
    "    x = dfx.loc['China'].iloc[year, ]\n",
    "    y = dfy.loc['China'].iloc[year, ]\n",
    "    s = dfs.loc['China'].iloc[year, ]/100000000\n",
    "    # 画气泡图\n",
    "    ax.scatter(x, y, s*500, c = colors['浅蓝色'], alpha=0.9)\n",
    "    # 设置显示的文本标签\n",
    "    ax.text(x, y-18.5, '中国 ' + '%.2f' % s + ' 亿人\\n$' + '%.0f' % x + '，' + '%.1f' % y + ' 岁', \n",
    "            fontsize=16, c = colors['深蓝色'], ha='center', va='center')\n",
    "\n",
    "    # 美国数据\n",
    "    x = dfx.loc['United States'].iloc[year, ]\n",
    "    y = dfy.loc['United States'].iloc[year, ]\n",
    "    s = dfs.loc['United States'].iloc[year, ]/100000000\n",
    "    # 画气泡图\n",
    "    ax.scatter(x, y, s*500, c = colors['浅橙色'], alpha=0.9)\n",
    "    # 设置显示的文本标签\n",
    "    ax.text(x, y+15.5, '美国 ' + '%.2f' % s + ' 亿人\\n$' + '%.0f' % x + '，' + '%.1f' % y + ' 岁', \n",
    "            fontsize=16, c = colors['深橙色'], ha='center', va='top')\n",
    "    \n",
    "    # 设置坐标轴范围\n",
    "    ax.set_xlim(-5000, 65000)\n",
    "    ax.set_ylim(0, 100)\n",
    "    \n",
    "    # 设置 X、Y 轴的标题，适当留白\n",
    "    ax.text(-1000, -15, '人均收入$', ha='left', fontsize=16, color=colors['深灰色'])\n",
    "    ax.text(-11000, 103, '预\\n期\\n寿\\n命', va='top', fontsize=16, color=colors['深灰色'])\n",
    "    \n",
    "    # 更新文本的位置和内容\n",
    "    x_mean = (ax.get_xlim()[0] + ax.get_xlim()[1]) / 2\n",
    "    y_mean = (ax.get_ylim()[0] + ax.get_ylim()[1]) / 2\n",
    "    ax.text(x_mean, y_mean, str(1800 + year), ha='center', va='center', fontsize=260, color=colors['灰色'], zorder=-1, alpha=0.2)\n",
    "\n",
    "# 用函数的方式绘制动画，frames 表示动画的张数， interval 表示间隔毫秒数\n",
    "anim = FuncAnimation(fig, animate, frames=220, interval=100)\n",
    "\n",
    "\n",
    "# 保存为 mp4 的文件格式，需要安装二进制文件 ffmpeg，下载地址：http://www.ffmpeg.org/download.html\n",
    "anim.save('动态气泡图.mp4')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  }
 ],
 "metadata": {
  "file_extension": ".py",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
